{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "view-in-github"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/RockYuan/DeepLearning/blob/main/ieee_fraud_detection.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "EgBzAHveAmex"
      },
      "source": [
        "# 映射GDrive目录"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nKbuWXzSlFSo",
        "outputId": "2b218ec5-3e86-4fa5-86e1-76f1df4bffc0"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Drive already mounted at /content/gdrive; to attempt to forcibly remount, call drive.mount(\"/content/gdrive\", force_remount=True).\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/gdrive')\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "erTXHJ0jAkM6"
      },
      "source": [
        "# 配置kaggle和下载数据集"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "8thciIqj9LYY"
      },
      "outputs": [],
      "source": [
        "# from google.colab import files\n",
        "# files.upload()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zyb9yvglqc8B",
        "outputId": "f2dcbfaa-746b-4cbd-cc78-09d1c297c0e3"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "mkdir: cannot create directory ‘/root/.kaggle’: File exists\n",
            "-rw------- 1 root root 64 Apr  3 11:33 /root/.kaggle/kaggle.json\n"
          ]
        }
      ],
      "source": [
        "! mkdir ~/.kaggle\n",
        "! cp /content/gdrive/MyDrive/.kaggle/kaggle.json ~/.kaggle/\n",
        "! chmod 600 ~/.kaggle/kaggle.json\n",
        "! ls -lh ~/.kaggle/kaggle.json"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wJ-47C2Y-cmI",
        "outputId": "f9b8fe34-880f-42f5-d736-be57244569e7"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "/content/gdrive/MyDrive/ai-lake\n",
            "ieee-fraud-detection.zip: Skipping, found more recently modified local copy (use --force to force download)\n",
            "mkdir: cannot create directory ‘ieee-fraud-detection’: File exists\n",
            "Archive:  ieee-fraud-detection.zip\n",
            "replace ieee-fraud-detection/sample_submission.csv? [y]es, [n]o, [A]ll, [N]one, [r]ename: a\n",
            "error:  invalid response [a]\n",
            "replace ieee-fraud-detection/sample_submission.csv? [y]es, [n]o, [A]ll, [N]one, [r]ename: A\n",
            "  inflating: ieee-fraud-detection/sample_submission.csv  \n",
            "  inflating: ieee-fraud-detection/test_identity.csv  \n",
            "  inflating: ieee-fraud-detection/test_transaction.csv  \n",
            "  inflating: ieee-fraud-detection/train_identity.csv  \n",
            "  inflating: ieee-fraud-detection/train_transaction.csv  \n",
            "total 1.3G\n",
            "-rw------- 1 root root 5.8M Dec 11  2019 sample_submission.csv\n",
            "-rw------- 1 root root  25M Dec 11  2019 test_identity.csv\n",
            "-rw------- 1 root root 585M Dec 11  2019 test_transaction.csv\n",
            "-rw------- 1 root root  26M Dec 11  2019 train_identity.csv\n",
            "-rw------- 1 root root 652M Dec 11  2019 train_transaction.csv\n"
          ]
        }
      ],
      "source": [
        "%cd /content/gdrive/MyDrive/ai-lake/\n",
        "! kaggle competitions download -c 'ieee-fraud-detection'\n",
        "! mkdir ieee-fraud-detection\n",
        "! unzip ieee-fraud-detection.zip -d ieee-fraud-detection\n",
        "# ! ls -lh ieee-fraud-detection\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7WsxqxdOwuHQ"
      },
      "source": [
        "# 安装autogluon在指定项目目录下"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EWKfKOY5_i_G",
        "outputId": "621cc198-438f-478e-8494-28a0548b99c0"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "/content/gdrive/MyDrive/ai-lake/ieee-fraud-detection\n"
          ]
        }
      ],
      "source": [
        "%cd /content/gdrive/MyDrive/ai-lake/ieee-fraud-detection"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "id": "_kCt4BtTCLp0"
      },
      "outputs": [],
      "source": [
        "!pip list | grep autogluon"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "NOPxaHZ5_Qs7"
      },
      "outputs": [],
      "source": [
        "%pip install autogluon -t ."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-gOXeRnrBoV8"
      },
      "source": [
        "# 特征工程"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "导入用到的包"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "QnsnX2EeBvCb",
        "outputId": "824e8ef0-32f2-49d9-bff6-d200a2cdeef1"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "CPU times: user 1.5 s, sys: 1.19 s, total: 2.7 s\n",
            "Wall time: 1.9 s\n"
          ]
        }
      ],
      "source": [
        "%%time\n",
        "# %cd /content/gdrive/MyDrive/ai-lake/ieee-fraud-detection\n",
        "\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "from autogluon.tabular import TabularPredictor\n",
        "\n",
        "pd.options.display.max_columns = None\n",
        "pd.set_option(\"display.max_rows\", 50)\n",
        "\n",
        "directory = './'  # directory where you have downloaded the data CSV files from the competition\n",
        "label = 'isFraud'  # name of target variable to predict in this competition\n",
        "eval_metric = 'roc_auc'  # Optional: specify that competition evaluation metric is AUC\n",
        "save_path = directory + 'ieee-fraud-detection-Models/'  # where to store trained models"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "读取赛事提供的训练原始数据, 做合并"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_pYz4AiwB9kF",
        "outputId": "12f4cf73-1504-4794-9d8b-b3b724cecb39"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "CPU times: user 14.8 s, sys: 6.31 s, total: 21.1 s\n",
            "Wall time: 25.2 s\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "(590540, 434)"
            ]
          },
          "execution_count": 2,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "%%time\n",
        "train_identity = pd.read_csv(directory+'train_identity.csv')\n",
        "train_transaction = pd.read_csv(directory+'train_transaction.csv')\n",
        "train_data = pd.merge(train_transaction, train_identity, on='TransactionID', how='left')\n",
        "\n",
        "train_data.shape"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "做些简单的特征工程, 来对比未做任何特征工程的预测率, 例如:把特征类型比较大的改小, 让模型更容易fit"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3jLq6bVMEKFI",
        "outputId": "6f469775-a128-46dd-e1db-a8a9743073d2"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "CPU times: user 38.7 s, sys: 1min 13s, total: 1min 52s\n",
            "Wall time: 1min 52s\n"
          ]
        }
      ],
      "source": [
        "%%time\n",
        "\n",
        "train_data = train_data.drop( columns=['TransactionID'] )\n",
        "\n",
        "train_data_temp = train_data.groupby('card1')['TransactionAmt'].agg(['mean']).rename({'mean':'TransactionAmt_card1_mean'},axis=1)\n",
        "train_data = pd.merge(train_data,train_data_temp,on='card1',how='left')\n",
        "\n",
        "# 对精度有害\n",
        "# for col in train_data.columns:\n",
        "#   train_data[col].fillna(-999, inplace=True)\n",
        "  \n",
        "#   if train_data[col].dtype=='float64':\n",
        "#     train_data[col] = train_data[col].astype('float32')\n",
        "#   if train_data[col].dtype=='int64':\n",
        "#     train_data[col] = train_data[col].astype('int32')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "看看欺诈数据的占比和特征值"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 461
        },
        "id": "8nWS0wKtDgNx",
        "outputId": "18151e20-86b9-425c-da35-95b02f370a96"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "0    569877\n",
            "1     20663\n",
            "Name: isFraud, dtype: int64\n"
          ]
        },
        {
          "data": {
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              "      <th>V196</th>\n",
              "      <th>V197</th>\n",
              "      <th>V198</th>\n",
              "      <th>V199</th>\n",
              "      <th>V200</th>\n",
              "      <th>V201</th>\n",
              "      <th>V202</th>\n",
              "      <th>V203</th>\n",
              "      <th>V204</th>\n",
              "      <th>V205</th>\n",
              "      <th>V206</th>\n",
              "      <th>V207</th>\n",
              "      <th>V208</th>\n",
              "      <th>V209</th>\n",
              "      <th>V210</th>\n",
              "      <th>V211</th>\n",
              "      <th>V212</th>\n",
              "      <th>V213</th>\n",
              "      <th>V214</th>\n",
              "      <th>V215</th>\n",
              "      <th>V216</th>\n",
              "      <th>V217</th>\n",
              "      <th>V218</th>\n",
              "      <th>V219</th>\n",
              "      <th>V220</th>\n",
              "      <th>V221</th>\n",
              "      <th>V222</th>\n",
              "      <th>V223</th>\n",
              "      <th>V224</th>\n",
              "      <th>V225</th>\n",
              "      <th>V226</th>\n",
              "      <th>V227</th>\n",
              "      <th>V228</th>\n",
              "      <th>V229</th>\n",
              "      <th>V230</th>\n",
              "      <th>V231</th>\n",
              "      <th>V232</th>\n",
              "      <th>V233</th>\n",
              "      <th>V234</th>\n",
              "      <th>V235</th>\n",
              "      <th>V236</th>\n",
              "      <th>V237</th>\n",
              "      <th>V238</th>\n",
              "      <th>V239</th>\n",
              "      <th>V240</th>\n",
              "      <th>V241</th>\n",
              "      <th>V242</th>\n",
              "      <th>V243</th>\n",
              "      <th>V244</th>\n",
              "      <th>V245</th>\n",
              "      <th>V246</th>\n",
              "      <th>V247</th>\n",
              "      <th>V248</th>\n",
              "      <th>V249</th>\n",
              "      <th>V250</th>\n",
              "      <th>V251</th>\n",
              "      <th>V252</th>\n",
              "      <th>V253</th>\n",
              "      <th>V254</th>\n",
              "      <th>V255</th>\n",
              "      <th>V256</th>\n",
              "      <th>V257</th>\n",
              "      <th>V258</th>\n",
              "      <th>V259</th>\n",
              "      <th>V260</th>\n",
              "      <th>V261</th>\n",
              "      <th>V262</th>\n",
              "      <th>V263</th>\n",
              "      <th>V264</th>\n",
              "      <th>V265</th>\n",
              "      <th>V266</th>\n",
              "      <th>V267</th>\n",
              "      <th>V268</th>\n",
              "      <th>V269</th>\n",
              "      <th>V270</th>\n",
              "      <th>V271</th>\n",
              "      <th>V272</th>\n",
              "      <th>V273</th>\n",
              "      <th>V274</th>\n",
              "      <th>V275</th>\n",
              "      <th>V276</th>\n",
              "      <th>V277</th>\n",
              "      <th>V278</th>\n",
              "      <th>V279</th>\n",
              "      <th>V280</th>\n",
              "      <th>V281</th>\n",
              "      <th>V282</th>\n",
              "      <th>V283</th>\n",
              "      <th>V284</th>\n",
              "      <th>V285</th>\n",
              "      <th>V286</th>\n",
              "      <th>V287</th>\n",
              "      <th>V288</th>\n",
              "      <th>V289</th>\n",
              "      <th>V290</th>\n",
              "      <th>V291</th>\n",
              "      <th>V292</th>\n",
              "      <th>V293</th>\n",
              "      <th>V294</th>\n",
              "      <th>V295</th>\n",
              "      <th>V296</th>\n",
              "      <th>V297</th>\n",
              "      <th>V298</th>\n",
              "      <th>V299</th>\n",
              "      <th>V300</th>\n",
              "      <th>V301</th>\n",
              "      <th>V302</th>\n",
              "      <th>V303</th>\n",
              "      <th>V304</th>\n",
              "      <th>V305</th>\n",
              "      <th>V306</th>\n",
              "      <th>V307</th>\n",
              "      <th>V308</th>\n",
              "      <th>V309</th>\n",
              "      <th>V310</th>\n",
              "      <th>V311</th>\n",
              "      <th>V312</th>\n",
              "      <th>V313</th>\n",
              "      <th>V314</th>\n",
              "      <th>V315</th>\n",
              "      <th>V316</th>\n",
              "      <th>V317</th>\n",
              "      <th>V318</th>\n",
              "      <th>V319</th>\n",
              "      <th>V320</th>\n",
              "      <th>V321</th>\n",
              "      <th>V322</th>\n",
              "      <th>V323</th>\n",
              "      <th>V324</th>\n",
              "      <th>V325</th>\n",
              "      <th>V326</th>\n",
              "      <th>V327</th>\n",
              "      <th>V328</th>\n",
              "      <th>V329</th>\n",
              "      <th>V330</th>\n",
              "      <th>V331</th>\n",
              "      <th>V332</th>\n",
              "      <th>V333</th>\n",
              "      <th>V334</th>\n",
              "      <th>V335</th>\n",
              "      <th>V336</th>\n",
              "      <th>V337</th>\n",
              "      <th>V338</th>\n",
              "      <th>V339</th>\n",
              "      <th>id_01</th>\n",
              "      <th>id_02</th>\n",
              "      <th>id_03</th>\n",
              "      <th>id_04</th>\n",
              "      <th>id_05</th>\n",
              "      <th>id_06</th>\n",
              "      <th>id_07</th>\n",
              "      <th>id_08</th>\n",
              "      <th>id_09</th>\n",
              "      <th>id_10</th>\n",
              "      <th>id_11</th>\n",
              "      <th>id_12</th>\n",
              "      <th>id_13</th>\n",
              "      <th>id_14</th>\n",
              "      <th>id_15</th>\n",
              "      <th>id_16</th>\n",
              "      <th>id_17</th>\n",
              "      <th>id_18</th>\n",
              "      <th>id_19</th>\n",
              "      <th>id_20</th>\n",
              "      <th>id_21</th>\n",
              "      <th>id_22</th>\n",
              "      <th>id_23</th>\n",
              "      <th>id_24</th>\n",
              "      <th>id_25</th>\n",
              "      <th>id_26</th>\n",
              "      <th>id_27</th>\n",
              "      <th>id_28</th>\n",
              "      <th>id_29</th>\n",
              "      <th>id_30</th>\n",
              "      <th>id_31</th>\n",
              "      <th>id_32</th>\n",
              "      <th>id_33</th>\n",
              "      <th>id_34</th>\n",
              "      <th>id_35</th>\n",
              "      <th>id_36</th>\n",
              "      <th>id_37</th>\n",
              "      <th>id_38</th>\n",
              "      <th>DeviceType</th>\n",
              "      <th>DeviceInfo</th>\n",
              "      <th>TransactionAmt_card1_mean</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>203</th>\n",
              "      <td>1</td>\n",
              "      <td>89760</td>\n",
              "      <td>445.000000</td>\n",
              "      <td>W</td>\n",
              "      <td>18268</td>\n",
              "      <td>583.0</td>\n",
              "      <td>150.0</td>\n",
              "      <td>visa</td>\n",
              "      <td>226.0</td>\n",
              "      <td>credit</td>\n",
              "      <td>251.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>aol.com</td>\n",
              "      <td>-999</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>57.0</td>\n",
              "      <td>57.0</td>\n",
              "      <td>52.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.000000</td>\n",
              "      <td>-999.000000</td>\n",
              "      <td>80.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>374.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>M0</td>\n",
              "      <td>F</td>\n",
              "      <td>T</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.000000</td>\n",
              "      <td>-999.000000</td>\n",
              "      <td>-999.000000</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.000000</td>\n",
              "      <td>-999.000000</td>\n",
              "      <td>-999.000000</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.000000</td>\n",
              "      <td>-999.000000</td>\n",
              "      <td>-999.000000</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.000000</td>\n",
              "      <td>-999.000000</td>\n",
              "      <td>-999.000000</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>211.995529</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>240</th>\n",
              "      <td>1</td>\n",
              "      <td>90193</td>\n",
              "      <td>37.098000</td>\n",
              "      <td>C</td>\n",
              "      <td>13413</td>\n",
              "      <td>103.0</td>\n",
              "      <td>185.0</td>\n",
              "      <td>visa</td>\n",
              "      <td>137.0</td>\n",
              "      <td>credit</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>hotmail.com</td>\n",
              "      <td>hotmail.com</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>45.041664</td>\n",
              "      <td>0.041666</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>M2</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>169947.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>100.0</td>\n",
              "      <td>NotFound</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>Found</td>\n",
              "      <td>Found</td>\n",
              "      <td>225.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>266.0</td>\n",
              "      <td>325.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>Found</td>\n",
              "      <td>Found</td>\n",
              "      <td>-999</td>\n",
              "      <td>chrome 54.0 for android</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>F</td>\n",
              "      <td>F</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>mobile</td>\n",
              "      <td>Redmi Note 4 Build/MMB29M</td>\n",
              "      <td>55.788784</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>243</th>\n",
              "      <td>1</td>\n",
              "      <td>90246</td>\n",
              "      <td>37.098000</td>\n",
              "      <td>C</td>\n",
              "      <td>13413</td>\n",
              "      <td>103.0</td>\n",
              "      <td>185.0</td>\n",
              "      <td>visa</td>\n",
              "      <td>137.0</td>\n",
              "      <td>credit</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>hotmail.com</td>\n",
              "      <td>hotmail.com</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>45.041664</td>\n",
              "      <td>0.041666</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>M2</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>37.097900</td>\n",
              "      <td>37.097900</td>\n",
              "      <td>37.097900</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>37.097900</td>\n",
              "      <td>37.097900</td>\n",
              "      <td>37.097900</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>37.097900</td>\n",
              "      <td>37.097900</td>\n",
              "      <td>37.097900</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>37.097900</td>\n",
              "      <td>37.097900</td>\n",
              "      <td>37.097900</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>37.097900</td>\n",
              "      <td>37.097900</td>\n",
              "      <td>37.097900</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>37.097900</td>\n",
              "      <td>37.097900</td>\n",
              "      <td>37.097900</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>222455.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>100.0</td>\n",
              "      <td>NotFound</td>\n",
              "      <td>43.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>Found</td>\n",
              "      <td>Found</td>\n",
              "      <td>225.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>266.0</td>\n",
              "      <td>325.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>Found</td>\n",
              "      <td>Found</td>\n",
              "      <td>-999</td>\n",
              "      <td>chrome 54.0 for android</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>F</td>\n",
              "      <td>F</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>mobile</td>\n",
              "      <td>Redmi Note 4 Build/MMB29M</td>\n",
              "      <td>55.788784</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>245</th>\n",
              "      <td>1</td>\n",
              "      <td>90295</td>\n",
              "      <td>37.098000</td>\n",
              "      <td>C</td>\n",
              "      <td>13413</td>\n",
              "      <td>103.0</td>\n",
              "      <td>185.0</td>\n",
              "      <td>visa</td>\n",
              "      <td>137.0</td>\n",
              "      <td>credit</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>hotmail.com</td>\n",
              "      <td>hotmail.com</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>45.041664</td>\n",
              "      <td>0.041666</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>M2</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>74.195801</td>\n",
              "      <td>74.195801</td>\n",
              "      <td>74.195801</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>74.195801</td>\n",
              "      <td>74.195801</td>\n",
              "      <td>74.195801</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>74.195801</td>\n",
              "      <td>74.195801</td>\n",
              "      <td>74.195801</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>74.195801</td>\n",
              "      <td>74.195801</td>\n",
              "      <td>74.195801</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>74.195801</td>\n",
              "      <td>74.195801</td>\n",
              "      <td>74.195801</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>74.195801</td>\n",
              "      <td>74.195801</td>\n",
              "      <td>74.195801</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>271870.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>100.0</td>\n",
              "      <td>NotFound</td>\n",
              "      <td>43.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>Found</td>\n",
              "      <td>Found</td>\n",
              "      <td>225.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>266.0</td>\n",
              "      <td>325.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>Found</td>\n",
              "      <td>Found</td>\n",
              "      <td>-999</td>\n",
              "      <td>chrome 54.0 for android</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>F</td>\n",
              "      <td>F</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>mobile</td>\n",
              "      <td>Redmi Note 4 Build/MMB29M</td>\n",
              "      <td>55.788784</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288</th>\n",
              "      <td>1</td>\n",
              "      <td>90986</td>\n",
              "      <td>155.520996</td>\n",
              "      <td>C</td>\n",
              "      <td>16578</td>\n",
              "      <td>545.0</td>\n",
              "      <td>185.0</td>\n",
              "      <td>visa</td>\n",
              "      <td>226.0</td>\n",
              "      <td>credit</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>outlook.com</td>\n",
              "      <td>outlook.com</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.000000</td>\n",
              "      <td>-999.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>M2</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-20.0</td>\n",
              "      <td>258138.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>100.0</td>\n",
              "      <td>NotFound</td>\n",
              "      <td>49.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>Unknown</td>\n",
              "      <td>-999</td>\n",
              "      <td>225.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>290.0</td>\n",
              "      <td>401.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>New</td>\n",
              "      <td>NotFound</td>\n",
              "      <td>-999</td>\n",
              "      <td>chrome 62.0 for ios</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>F</td>\n",
              "      <td>F</td>\n",
              "      <td>F</td>\n",
              "      <td>F</td>\n",
              "      <td>mobile</td>\n",
              "      <td>-999</td>\n",
              "      <td>50.617599</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "     isFraud  TransactionDT  TransactionAmt ProductCD  card1  card2  card3  \\\n",
              "203        1          89760      445.000000         W  18268  583.0  150.0   \n",
              "240        1          90193       37.098000         C  13413  103.0  185.0   \n",
              "243        1          90246       37.098000         C  13413  103.0  185.0   \n",
              "245        1          90295       37.098000         C  13413  103.0  185.0   \n",
              "288        1          90986      155.520996         C  16578  545.0  185.0   \n",
              "\n",
              "    card4  card5   card6  addr1  addr2  dist1  dist2 P_emaildomain  \\\n",
              "203  visa  226.0  credit  251.0   87.0 -999.0 -999.0       aol.com   \n",
              "240  visa  137.0  credit -999.0 -999.0 -999.0 -999.0   hotmail.com   \n",
              "243  visa  137.0  credit -999.0 -999.0 -999.0 -999.0   hotmail.com   \n",
              "245  visa  137.0  credit -999.0 -999.0 -999.0 -999.0   hotmail.com   \n",
              "288  visa  226.0  credit -999.0 -999.0 -999.0 -999.0   outlook.com   \n",
              "\n",
              "    R_emaildomain   C1   C2   C3   C4   C5   C6   C7   C8   C9  C10  C11  C12  \\\n",
              "203          -999  2.0  2.0  0.0  0.0  0.0  2.0  0.0  0.0  2.0  0.0  1.0  0.0   \n",
              "240   hotmail.com  0.0  1.0  0.0  1.0  0.0  1.0  1.0  1.0  0.0  1.0  1.0  1.0   \n",
              "243   hotmail.com  1.0  1.0  0.0  1.0  0.0  1.0  1.0  1.0  0.0  1.0  1.0  1.0   \n",
              "245   hotmail.com  2.0  1.0  0.0  1.0  0.0  1.0  1.0  1.0  0.0  1.0  1.0  1.0   \n",
              "288   outlook.com  1.0  1.0  0.0  1.0  0.0  1.0  1.0  1.0  0.0  1.0  1.0  1.0   \n",
              "\n",
              "     C13  C14    D1     D2     D3   D4     D5     D6     D7          D8  \\\n",
              "203  4.0  2.0  57.0   57.0   52.0  0.0 -999.0 -999.0 -999.0 -999.000000   \n",
              "240  0.0  0.0   0.0 -999.0 -999.0  0.0 -999.0    0.0 -999.0   45.041664   \n",
              "243  0.0  0.0   0.0 -999.0 -999.0  0.0    0.0    0.0    0.0   45.041664   \n",
              "245  0.0  0.0   0.0 -999.0 -999.0  0.0    0.0    0.0    0.0   45.041664   \n",
              "288  0.0  0.0   0.0 -999.0 -999.0  0.0 -999.0    0.0 -999.0 -999.000000   \n",
              "\n",
              "             D9   D10    D11    D12    D13    D14    D15    M1    M2    M3  \\\n",
              "203 -999.000000  80.0 -999.0 -999.0 -999.0 -999.0  374.0  -999  -999  -999   \n",
              "240    0.041666   0.0 -999.0    0.0    0.0    0.0    0.0  -999  -999  -999   \n",
              "243    0.041666   0.0 -999.0    0.0    0.0    0.0    0.0  -999  -999  -999   \n",
              "245    0.041666   0.0 -999.0    0.0    0.0    0.0    0.0  -999  -999  -999   \n",
              "288 -999.000000   0.0 -999.0    0.0    0.0    0.0    0.0  -999  -999  -999   \n",
              "\n",
              "     M4    M5    M6    M7    M8    M9     V1     V2     V3     V4     V5  \\\n",
              "203  M0     F     T  -999  -999  -999 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "240  M2  -999  -999  -999  -999  -999 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "243  M2  -999  -999  -999  -999  -999 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "245  M2  -999  -999  -999  -999  -999 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "288  M2  -999  -999  -999  -999  -999 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "\n",
              "        V6     V7     V8     V9    V10    V11  V12  V13  V14  V15  V16  V17  \\\n",
              "203 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  1.0  1.0  1.0  0.0  0.0  0.0   \n",
              "240 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  0.0  0.0  1.0  1.0  1.0  1.0   \n",
              "243 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  0.0  0.0  1.0  1.0  1.0  1.0   \n",
              "245 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  0.0  0.0  1.0  1.0  1.0  1.0   \n",
              "288 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  0.0  0.0  1.0  1.0  1.0  1.0   \n",
              "\n",
              "     V18  V19  V20  V21  V22  V23  V24  V25  V26  V27  V28  V29  V30  V31  \\\n",
              "203  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0   \n",
              "240  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0   \n",
              "243  1.0  1.0  1.0  1.0  1.0  2.0  2.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0   \n",
              "245  1.0  1.0  1.0  1.0  1.0  3.0  3.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0   \n",
              "288  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0   \n",
              "\n",
              "     V32  V33  V34  V35  V36  V37  V38  V39  V40  V41  V42  V43  V44  V45  \\\n",
              "203  0.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  0.0  0.0  1.0  1.0   \n",
              "240  1.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
              "243  1.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  2.0  2.0   \n",
              "245  1.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  3.0  3.0   \n",
              "288  1.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
              "\n",
              "     V46  V47  V48  V49  V50  V51  V52    V53    V54    V55    V56    V57  \\\n",
              "203  1.0  1.0  0.0  0.0  0.0  0.0  0.0    1.0    1.0    1.0    2.0    0.0   \n",
              "240  1.0  1.0  0.0  0.0  1.0  1.0  1.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "243  1.0  1.0  0.0  0.0  1.0  1.0  1.0    0.0    0.0    1.0    1.0    1.0   \n",
              "245  1.0  1.0  0.0  0.0  1.0  1.0  1.0    0.0    0.0    1.0    1.0    1.0   \n",
              "288  1.0  1.0  0.0  0.0  1.0  1.0  1.0    0.0    0.0    1.0    1.0    1.0   \n",
              "\n",
              "       V58    V59    V60    V61    V62    V63    V64    V65    V66    V67  \\\n",
              "203    0.0    0.0    0.0    1.0    1.0    0.0    0.0    1.0    1.0    1.0   \n",
              "240 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "243    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0   \n",
              "245    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0   \n",
              "288    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0   \n",
              "\n",
              "       V68    V69    V70    V71    V72    V73    V74  V75  V76  V77  V78  V79  \\\n",
              "203    0.0    0.0    0.0    0.0    0.0    0.0    0.0  0.0  0.0  1.0  1.0  0.0   \n",
              "240 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  0.0  0.0  1.0  1.0  1.0   \n",
              "243    0.0    0.0    0.0    1.0    1.0    1.0    1.0  0.0  0.0  1.0  1.0  1.0   \n",
              "245    0.0    0.0    0.0    1.0    1.0    1.0    1.0  0.0  0.0  1.0  1.0  1.0   \n",
              "288    0.0    0.0    0.0    1.0    1.0    1.0    1.0  0.0  0.0  1.0  1.0  1.0   \n",
              "\n",
              "     V80  V81  V82  V83  V84  V85  V86  V87  V88  V89  V90  V91  V92  V93  \\\n",
              "203  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0   \n",
              "240  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  1.0  1.0   \n",
              "243  1.0  1.0  1.0  1.0  1.0  1.0  2.0  2.0  1.0  0.0  0.0  0.0  1.0  1.0   \n",
              "245  1.0  1.0  1.0  1.0  1.0  1.0  3.0  3.0  1.0  0.0  0.0  0.0  1.0  1.0   \n",
              "288  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  1.0  1.0   \n",
              "\n",
              "     V94  V95  V96  V97  V98  V99  V100  V101  V102  V103  V104  V105  V106  \\\n",
              "203  0.0  0.0  0.0  0.0  0.0  0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "240  1.0  0.0  0.0  0.0  0.0  0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "243  1.0  1.0  1.0  1.0  0.0  0.0   0.0   1.0   1.0   1.0   0.0   0.0   0.0   \n",
              "245  1.0  2.0  2.0  2.0  0.0  0.0   0.0   2.0   2.0   2.0   0.0   0.0   0.0   \n",
              "288  1.0  0.0  0.0  0.0  0.0  0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "\n",
              "     V107  V108  V109  V110  V111  V112  V113  V114  V115  V116  V117  V118  \\\n",
              "203   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "240   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "243   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "245   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "288   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "\n",
              "     V119  V120  V121  V122  V123  V124  V125       V126       V127  \\\n",
              "203   1.0   1.0   1.0   1.0   1.0   1.0   1.0   0.000000   0.000000   \n",
              "240   1.0   1.0   1.0   1.0   1.0   1.0   1.0   0.000000   0.000000   \n",
              "243   1.0   1.0   1.0   1.0   2.0   2.0   2.0  37.097900  37.097900   \n",
              "245   1.0   1.0   1.0   1.0   3.0   3.0   3.0  74.195801  74.195801   \n",
              "288   1.0   1.0   1.0   1.0   1.0   1.0   1.0   0.000000   0.000000   \n",
              "\n",
              "          V128  V129  V130  V131       V132       V133       V134  V135  V136  \\\n",
              "203   0.000000   0.0   0.0   0.0   0.000000   0.000000   0.000000   0.0   0.0   \n",
              "240   0.000000   0.0   0.0   0.0   0.000000   0.000000   0.000000   0.0   0.0   \n",
              "243  37.097900   0.0   0.0   0.0  37.097900  37.097900  37.097900   0.0   0.0   \n",
              "245  74.195801   0.0   0.0   0.0  74.195801  74.195801  74.195801   0.0   0.0   \n",
              "288   0.000000   0.0   0.0   0.0   0.000000   0.000000   0.000000   0.0   0.0   \n",
              "\n",
              "     V137   V138   V139   V140   V141   V142   V143   V144   V145   V146  \\\n",
              "203   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "240   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "243   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "245   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "288   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "\n",
              "      V147   V148   V149   V150   V151   V152   V153   V154   V155   V156  \\\n",
              "203 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "240 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "243 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "245 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "288 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "\n",
              "      V157   V158   V159   V160   V161   V162   V163   V164   V165   V166  \\\n",
              "203 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "240 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "243 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "245 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "288 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "\n",
              "      V167   V168   V169   V170   V171   V172   V173   V174   V175   V176  \\\n",
              "203 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "240    0.0    0.0    0.0    1.0    1.0    0.0    0.0    0.0    0.0    1.0   \n",
              "243    1.0    1.0    0.0    2.0    2.0    0.0    0.0    0.0    0.0    1.0   \n",
              "245    2.0    2.0    0.0    3.0    3.0    0.0    0.0    0.0    0.0    1.0   \n",
              "288    0.0    0.0    0.0    1.0    1.0    0.0    0.0    0.0    0.0    1.0   \n",
              "\n",
              "      V177   V178   V179   V180   V181   V182   V183   V184   V185   V186  \\\n",
              "203 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "240    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    1.0   \n",
              "243    1.0    1.0    1.0    0.0    0.0    0.0    0.0    0.0    0.0    1.0   \n",
              "245    2.0    2.0    2.0    0.0    0.0    0.0    0.0    0.0    0.0    1.0   \n",
              "288    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    1.0   \n",
              "\n",
              "      V187   V188   V189   V190   V191   V192   V193   V194   V195   V196  \\\n",
              "203 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "240    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0   \n",
              "243    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0   \n",
              "245    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0   \n",
              "288    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0   \n",
              "\n",
              "      V197   V198   V199   V200   V201        V202        V203        V204  \\\n",
              "203 -999.0 -999.0 -999.0 -999.0 -999.0 -999.000000 -999.000000 -999.000000   \n",
              "240    1.0    1.0    1.0    1.0    1.0    0.000000    0.000000    0.000000   \n",
              "243    1.0    1.0    2.0    2.0    2.0   37.097900   37.097900   37.097900   \n",
              "245    1.0    1.0    3.0    3.0    3.0   74.195801   74.195801   74.195801   \n",
              "288    1.0    1.0    1.0    1.0    1.0    0.000000    0.000000    0.000000   \n",
              "\n",
              "      V205   V206   V207   V208   V209   V210        V211        V212  \\\n",
              "203 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.000000 -999.000000   \n",
              "240    0.0    0.0    0.0    0.0    0.0    0.0    0.000000    0.000000   \n",
              "243    0.0    0.0    0.0    0.0    0.0    0.0   37.097900   37.097900   \n",
              "245    0.0    0.0    0.0    0.0    0.0    0.0   74.195801   74.195801   \n",
              "288    0.0    0.0    0.0    0.0    0.0    0.0    0.000000    0.000000   \n",
              "\n",
              "           V213   V214   V215   V216   V217   V218   V219   V220   V221  \\\n",
              "203 -999.000000 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "240    0.000000    0.0    0.0    0.0    0.0    0.0    0.0    0.0    1.0   \n",
              "243   37.097900    0.0    0.0    0.0    1.0    1.0    1.0    0.0    2.0   \n",
              "245   74.195801    0.0    0.0    0.0    2.0    2.0    2.0    0.0    3.0   \n",
              "288    0.000000    0.0    0.0    0.0    0.0    0.0    0.0    0.0    1.0   \n",
              "\n",
              "      V222   V223   V224   V225   V226   V227   V228   V229   V230   V231  \\\n",
              "203 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "240    1.0    0.0    0.0    0.0    0.0    0.0    1.0    1.0    1.0    0.0   \n",
              "243    2.0    0.0    0.0    0.0    0.0    0.0    1.0    1.0    1.0    1.0   \n",
              "245    3.0    0.0    0.0    0.0    0.0    0.0    1.0    1.0    1.0    2.0   \n",
              "288    1.0    0.0    0.0    0.0    0.0    0.0    1.0    1.0    1.0    0.0   \n",
              "\n",
              "      V232   V233   V234   V235   V236   V237   V238   V239   V240   V241  \\\n",
              "203 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "240    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    1.0    1.0   \n",
              "243    1.0    1.0    0.0    0.0    0.0    0.0    0.0    0.0    1.0    1.0   \n",
              "245    2.0    2.0    0.0    0.0    0.0    0.0    0.0    0.0    1.0    1.0   \n",
              "288    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    1.0    1.0   \n",
              "\n",
              "      V242   V243   V244   V245   V246   V247   V248   V249   V250   V251  \\\n",
              "203 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "240    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0   \n",
              "243    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0   \n",
              "245    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0   \n",
              "288    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0   \n",
              "\n",
              "      V252   V253   V254   V255   V256   V257   V258   V259   V260   V261  \\\n",
              "203 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "240    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0   \n",
              "243    1.0    1.0    1.0    1.0    1.0    2.0    2.0    2.0    1.0    1.0   \n",
              "245    1.0    1.0    1.0    1.0    1.0    3.0    3.0    3.0    1.0    1.0   \n",
              "288    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    0.0    0.0   \n",
              "\n",
              "      V262        V263        V264        V265   V266   V267   V268   V269  \\\n",
              "203 -999.0 -999.000000 -999.000000 -999.000000 -999.0 -999.0 -999.0 -999.0   \n",
              "240    1.0    0.000000    0.000000    0.000000    0.0    0.0    0.0    0.0   \n",
              "243    1.0   37.097900   37.097900   37.097900    0.0    0.0    0.0    0.0   \n",
              "245    1.0   74.195801   74.195801   74.195801    0.0    0.0    0.0    0.0   \n",
              "288    0.0    0.000000    0.000000    0.000000    0.0    0.0    0.0    0.0   \n",
              "\n",
              "      V270   V271   V272        V273        V274        V275   V276   V277  \\\n",
              "203 -999.0 -999.0 -999.0 -999.000000 -999.000000 -999.000000 -999.0 -999.0   \n",
              "240    0.0    0.0    0.0    0.000000    0.000000    0.000000    0.0    0.0   \n",
              "243    0.0    0.0    0.0   37.097900   37.097900   37.097900    0.0    0.0   \n",
              "245    0.0    0.0    0.0   74.195801   74.195801   74.195801    0.0    0.0   \n",
              "288    0.0    0.0    0.0    0.000000    0.000000    0.000000    0.0    0.0   \n",
              "\n",
              "      V278  V279  V280  V281  V282  V283  V284  V285  V286  V287  V288  V289  \\\n",
              "203 -999.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "240    0.0   0.0   0.0   0.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "243    0.0   0.0   0.0   0.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "245    0.0   0.0   0.0   0.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "288    0.0   0.0   0.0   0.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "\n",
              "     V290  V291  V292  V293  V294  V295  V296  V297  V298  V299  V300  V301  \\\n",
              "203   1.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "240   1.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "243   1.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "245   1.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "288   1.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "\n",
              "     V302  V303  V304  V305  V306  V307  V308  V309  V310  V311  V312  V313  \\\n",
              "203   0.0   0.0   0.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "240   1.0   1.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "243   1.0   1.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "245   1.0   1.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "288   1.0   1.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "\n",
              "     V314  V315  V316  V317  V318  V319  V320  V321   V322   V323   V324  \\\n",
              "203   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0 -999.0 -999.0 -999.0   \n",
              "240   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0 -999.0 -999.0 -999.0   \n",
              "243   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0 -999.0 -999.0 -999.0   \n",
              "245   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0 -999.0 -999.0 -999.0   \n",
              "288   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0 -999.0 -999.0 -999.0   \n",
              "\n",
              "      V325   V326   V327   V328   V329   V330   V331   V332   V333   V334  \\\n",
              "203 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "240 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "243 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "245 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "288 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "\n",
              "      V335   V336   V337   V338   V339  id_01     id_02  id_03  id_04  id_05  \\\n",
              "203 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0    -999.0 -999.0 -999.0 -999.0   \n",
              "240 -999.0 -999.0 -999.0 -999.0 -999.0    0.0  169947.0    0.0    0.0    3.0   \n",
              "243 -999.0 -999.0 -999.0 -999.0 -999.0    0.0  222455.0    0.0    0.0    0.0   \n",
              "245 -999.0 -999.0 -999.0 -999.0 -999.0    0.0  271870.0    0.0    0.0    3.0   \n",
              "288 -999.0 -999.0 -999.0 -999.0 -999.0  -20.0  258138.0 -999.0 -999.0    0.0   \n",
              "\n",
              "     id_06  id_07  id_08  id_09  id_10  id_11     id_12  id_13  id_14  \\\n",
              "203 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0      -999 -999.0 -999.0   \n",
              "240    0.0 -999.0 -999.0    0.0    0.0  100.0  NotFound -999.0 -999.0   \n",
              "243    0.0 -999.0 -999.0    0.0    0.0  100.0  NotFound   43.0 -999.0   \n",
              "245    0.0 -999.0 -999.0    0.0    0.0  100.0  NotFound   43.0 -999.0   \n",
              "288   -1.0 -999.0 -999.0 -999.0 -999.0  100.0  NotFound   49.0 -999.0   \n",
              "\n",
              "       id_15  id_16  id_17  id_18  id_19  id_20  id_21  id_22 id_23  id_24  \\\n",
              "203     -999   -999 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  -999 -999.0   \n",
              "240    Found  Found  225.0 -999.0  266.0  325.0 -999.0 -999.0  -999 -999.0   \n",
              "243    Found  Found  225.0 -999.0  266.0  325.0 -999.0 -999.0  -999 -999.0   \n",
              "245    Found  Found  225.0 -999.0  266.0  325.0 -999.0 -999.0  -999 -999.0   \n",
              "288  Unknown   -999  225.0 -999.0  290.0  401.0 -999.0 -999.0  -999 -999.0   \n",
              "\n",
              "     id_25  id_26 id_27  id_28     id_29 id_30                    id_31  \\\n",
              "203 -999.0 -999.0  -999   -999      -999  -999                     -999   \n",
              "240 -999.0 -999.0  -999  Found     Found  -999  chrome 54.0 for android   \n",
              "243 -999.0 -999.0  -999  Found     Found  -999  chrome 54.0 for android   \n",
              "245 -999.0 -999.0  -999  Found     Found  -999  chrome 54.0 for android   \n",
              "288 -999.0 -999.0  -999    New  NotFound  -999      chrome 62.0 for ios   \n",
              "\n",
              "     id_32 id_33 id_34 id_35 id_36 id_37 id_38 DeviceType  \\\n",
              "203 -999.0  -999  -999  -999  -999  -999  -999       -999   \n",
              "240 -999.0  -999  -999     F     F     T     T     mobile   \n",
              "243 -999.0  -999  -999     F     F     T     T     mobile   \n",
              "245 -999.0  -999  -999     F     F     T     T     mobile   \n",
              "288 -999.0  -999  -999     F     F     F     F     mobile   \n",
              "\n",
              "                    DeviceInfo  TransactionAmt_card1_mean  \n",
              "203                       -999                 211.995529  \n",
              "240  Redmi Note 4 Build/MMB29M                  55.788784  \n",
              "243  Redmi Note 4 Build/MMB29M                  55.788784  \n",
              "245  Redmi Note 4 Build/MMB29M                  55.788784  \n",
              "288                       -999                  50.617599  "
            ]
          },
          "execution_count": 5,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "print(train_data['isFraud'].value_counts())\n",
        "train_data[train_data['isFraud'] == 1].head()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "看看当前的特征类型"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "id": "GJ50wzYRGvxf"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "{'isFraud': dtype('int32'),\n",
              " 'TransactionDT': dtype('int32'),\n",
              " 'TransactionAmt': dtype('float32'),\n",
              " 'ProductCD': dtype('O'),\n",
              " 'card1': dtype('int32'),\n",
              " 'card2': dtype('float32'),\n",
              " 'card3': dtype('float32'),\n",
              " 'card4': dtype('O'),\n",
              " 'card5': dtype('float32'),\n",
              " 'card6': dtype('O'),\n",
              " 'addr1': dtype('float32'),\n",
              " 'addr2': dtype('float32'),\n",
              " 'dist1': dtype('float32'),\n",
              " 'dist2': dtype('float32'),\n",
              " 'P_emaildomain': dtype('O'),\n",
              " 'R_emaildomain': dtype('O'),\n",
              " 'C1': dtype('float32'),\n",
              " 'C2': dtype('float32'),\n",
              " 'C3': dtype('float32'),\n",
              " 'C4': dtype('float32'),\n",
              " 'C5': dtype('float32'),\n",
              " 'C6': dtype('float32'),\n",
              " 'C7': dtype('float32'),\n",
              " 'C8': dtype('float32'),\n",
              " 'C9': dtype('float32'),\n",
              " 'C10': dtype('float32'),\n",
              " 'C11': dtype('float32'),\n",
              " 'C12': dtype('float32'),\n",
              " 'C13': dtype('float32'),\n",
              " 'C14': dtype('float32'),\n",
              " 'D1': dtype('float32'),\n",
              " 'D2': dtype('float32'),\n",
              " 'D3': dtype('float32'),\n",
              " 'D4': dtype('float32'),\n",
              " 'D5': dtype('float32'),\n",
              " 'D6': dtype('float32'),\n",
              " 'D7': dtype('float32'),\n",
              " 'D8': dtype('float32'),\n",
              " 'D9': dtype('float32'),\n",
              " 'D10': dtype('float32'),\n",
              " 'D11': dtype('float32'),\n",
              " 'D12': dtype('float32'),\n",
              " 'D13': dtype('float32'),\n",
              " 'D14': dtype('float32'),\n",
              " 'D15': dtype('float32'),\n",
              " 'M1': dtype('O'),\n",
              " 'M2': dtype('O'),\n",
              " 'M3': dtype('O'),\n",
              " 'M4': dtype('O'),\n",
              " 'M5': dtype('O'),\n",
              " 'M6': dtype('O'),\n",
              " 'M7': dtype('O'),\n",
              " 'M8': dtype('O'),\n",
              " 'M9': dtype('O'),\n",
              " 'V1': dtype('float32'),\n",
              " 'V2': dtype('float32'),\n",
              " 'V3': dtype('float32'),\n",
              " 'V4': dtype('float32'),\n",
              " 'V5': dtype('float32'),\n",
              " 'V6': dtype('float32'),\n",
              " 'V7': dtype('float32'),\n",
              " 'V8': dtype('float32'),\n",
              " 'V9': dtype('float32'),\n",
              " 'V10': dtype('float32'),\n",
              " 'V11': dtype('float32'),\n",
              " 'V12': dtype('float32'),\n",
              " 'V13': dtype('float32'),\n",
              " 'V14': dtype('float32'),\n",
              " 'V15': dtype('float32'),\n",
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              " 'V69': dtype('float32'),\n",
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              " 'V304': dtype('float32'),\n",
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              " 'V306': dtype('float32'),\n",
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              " 'V308': dtype('float32'),\n",
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              " 'V320': dtype('float32'),\n",
              " 'V321': dtype('float32'),\n",
              " 'V322': dtype('float32'),\n",
              " 'V323': dtype('float32'),\n",
              " 'V324': dtype('float32'),\n",
              " 'V325': dtype('float32'),\n",
              " 'V326': dtype('float32'),\n",
              " 'V327': dtype('float32'),\n",
              " 'V328': dtype('float32'),\n",
              " 'V329': dtype('float32'),\n",
              " 'V330': dtype('float32'),\n",
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              " 'V332': dtype('float32'),\n",
              " 'V333': dtype('float32'),\n",
              " 'V334': dtype('float32'),\n",
              " 'V335': dtype('float32'),\n",
              " 'V336': dtype('float32'),\n",
              " 'V337': dtype('float32'),\n",
              " 'V338': dtype('float32'),\n",
              " 'V339': dtype('float32'),\n",
              " 'id_01': dtype('float32'),\n",
              " 'id_02': dtype('float32'),\n",
              " 'id_03': dtype('float32'),\n",
              " 'id_04': dtype('float32'),\n",
              " 'id_05': dtype('float32'),\n",
              " 'id_06': dtype('float32'),\n",
              " 'id_07': dtype('float32'),\n",
              " 'id_08': dtype('float32'),\n",
              " 'id_09': dtype('float32'),\n",
              " 'id_10': dtype('float32'),\n",
              " 'id_11': dtype('float32'),\n",
              " 'id_12': dtype('O'),\n",
              " 'id_13': dtype('float32'),\n",
              " 'id_14': dtype('float32'),\n",
              " 'id_15': dtype('O'),\n",
              " 'id_16': dtype('O'),\n",
              " 'id_17': dtype('float32'),\n",
              " 'id_18': dtype('float32'),\n",
              " 'id_19': dtype('float32'),\n",
              " 'id_20': dtype('float32'),\n",
              " 'id_21': dtype('float32'),\n",
              " 'id_22': dtype('float32'),\n",
              " 'id_23': dtype('O'),\n",
              " 'id_24': dtype('float32'),\n",
              " 'id_25': dtype('float32'),\n",
              " 'id_26': dtype('float32'),\n",
              " 'id_27': dtype('O'),\n",
              " 'id_28': dtype('O'),\n",
              " 'id_29': dtype('O'),\n",
              " 'id_30': dtype('O'),\n",
              " 'id_31': dtype('O'),\n",
              " 'id_32': dtype('float32'),\n",
              " 'id_33': dtype('O'),\n",
              " 'id_34': dtype('O'),\n",
              " 'id_35': dtype('O'),\n",
              " 'id_36': dtype('O'),\n",
              " 'id_37': dtype('O'),\n",
              " 'id_38': dtype('O'),\n",
              " 'DeviceType': dtype('O'),\n",
              " 'DeviceInfo': dtype('O'),\n",
              " 'TransactionAmt_card1_mean': dtype('float32')}"
            ]
          },
          "execution_count": 6,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "train_data.dtypes.to_dict()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "保存已完成特征工程的训练数据"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DIbvo_zB__0U",
        "outputId": "54098b25-472c-439c-f1d0-74c8a5217059"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "CPU times: user 1min 26s, sys: 632 ms, total: 1min 27s\n",
            "Wall time: 1min 27s\n"
          ]
        }
      ],
      "source": [
        "%%time\n",
        "train_data.to_csv( directory + 'train_data_fe.csv', index=False)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "检查准备用来训练的数据集内容"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cKGbk1NSC8pz",
        "outputId": "2a67fa5b-9dba-48ab-f998-75dfcdcd47b3"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "(590540, 434)\n",
            "CPU times: user 17.7 s, sys: 2.93 s, total: 20.7 s\n",
            "Wall time: 27.7 s\n"
          ]
        },
        {
          "data": {
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>isFraud</th>\n",
              "      <th>TransactionDT</th>\n",
              "      <th>TransactionAmt</th>\n",
              "      <th>ProductCD</th>\n",
              "      <th>card1</th>\n",
              "      <th>card2</th>\n",
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              "      <th>V30</th>\n",
              "      <th>V31</th>\n",
              "      <th>V32</th>\n",
              "      <th>V33</th>\n",
              "      <th>V34</th>\n",
              "      <th>V35</th>\n",
              "      <th>V36</th>\n",
              "      <th>V37</th>\n",
              "      <th>V38</th>\n",
              "      <th>V39</th>\n",
              "      <th>V40</th>\n",
              "      <th>V41</th>\n",
              "      <th>V42</th>\n",
              "      <th>V43</th>\n",
              "      <th>V44</th>\n",
              "      <th>V45</th>\n",
              "      <th>V46</th>\n",
              "      <th>V47</th>\n",
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              "      <th>V49</th>\n",
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              "      <th>V69</th>\n",
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              "      <th>V71</th>\n",
              "      <th>V72</th>\n",
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              "      <th>V74</th>\n",
              "      <th>V75</th>\n",
              "      <th>V76</th>\n",
              "      <th>V77</th>\n",
              "      <th>V78</th>\n",
              "      <th>V79</th>\n",
              "      <th>V80</th>\n",
              "      <th>V81</th>\n",
              "      <th>V82</th>\n",
              "      <th>V83</th>\n",
              "      <th>V84</th>\n",
              "      <th>V85</th>\n",
              "      <th>V86</th>\n",
              "      <th>V87</th>\n",
              "      <th>V88</th>\n",
              "      <th>V89</th>\n",
              "      <th>V90</th>\n",
              "      <th>V91</th>\n",
              "      <th>V92</th>\n",
              "      <th>V93</th>\n",
              "      <th>V94</th>\n",
              "      <th>V95</th>\n",
              "      <th>V96</th>\n",
              "      <th>V97</th>\n",
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              "      <th>V99</th>\n",
              "      <th>V100</th>\n",
              "      <th>V101</th>\n",
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              "      <th>V105</th>\n",
              "      <th>V106</th>\n",
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              "      <th>V108</th>\n",
              "      <th>V109</th>\n",
              "      <th>V110</th>\n",
              "      <th>V111</th>\n",
              "      <th>V112</th>\n",
              "      <th>V113</th>\n",
              "      <th>V114</th>\n",
              "      <th>V115</th>\n",
              "      <th>V116</th>\n",
              "      <th>V117</th>\n",
              "      <th>V118</th>\n",
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              "      <th>V131</th>\n",
              "      <th>V132</th>\n",
              "      <th>V133</th>\n",
              "      <th>V134</th>\n",
              "      <th>V135</th>\n",
              "      <th>V136</th>\n",
              "      <th>V137</th>\n",
              "      <th>V138</th>\n",
              "      <th>V139</th>\n",
              "      <th>V140</th>\n",
              "      <th>V141</th>\n",
              "      <th>V142</th>\n",
              "      <th>V143</th>\n",
              "      <th>V144</th>\n",
              "      <th>V145</th>\n",
              "      <th>V146</th>\n",
              "      <th>V147</th>\n",
              "      <th>V148</th>\n",
              "      <th>V149</th>\n",
              "      <th>V150</th>\n",
              "      <th>V151</th>\n",
              "      <th>V152</th>\n",
              "      <th>V153</th>\n",
              "      <th>V154</th>\n",
              "      <th>V155</th>\n",
              "      <th>V156</th>\n",
              "      <th>V157</th>\n",
              "      <th>V158</th>\n",
              "      <th>V159</th>\n",
              "      <th>V160</th>\n",
              "      <th>V161</th>\n",
              "      <th>V162</th>\n",
              "      <th>V163</th>\n",
              "      <th>V164</th>\n",
              "      <th>V165</th>\n",
              "      <th>V166</th>\n",
              "      <th>V167</th>\n",
              "      <th>V168</th>\n",
              "      <th>V169</th>\n",
              "      <th>V170</th>\n",
              "      <th>V171</th>\n",
              "      <th>V172</th>\n",
              "      <th>V173</th>\n",
              "      <th>V174</th>\n",
              "      <th>V175</th>\n",
              "      <th>V176</th>\n",
              "      <th>V177</th>\n",
              "      <th>V178</th>\n",
              "      <th>V179</th>\n",
              "      <th>V180</th>\n",
              "      <th>V181</th>\n",
              "      <th>V182</th>\n",
              "      <th>V183</th>\n",
              "      <th>V184</th>\n",
              "      <th>V185</th>\n",
              "      <th>V186</th>\n",
              "      <th>V187</th>\n",
              "      <th>V188</th>\n",
              "      <th>V189</th>\n",
              "      <th>V190</th>\n",
              "      <th>V191</th>\n",
              "      <th>V192</th>\n",
              "      <th>V193</th>\n",
              "      <th>V194</th>\n",
              "      <th>V195</th>\n",
              "      <th>V196</th>\n",
              "      <th>V197</th>\n",
              "      <th>V198</th>\n",
              "      <th>V199</th>\n",
              "      <th>V200</th>\n",
              "      <th>V201</th>\n",
              "      <th>V202</th>\n",
              "      <th>V203</th>\n",
              "      <th>V204</th>\n",
              "      <th>V205</th>\n",
              "      <th>V206</th>\n",
              "      <th>V207</th>\n",
              "      <th>V208</th>\n",
              "      <th>V209</th>\n",
              "      <th>V210</th>\n",
              "      <th>V211</th>\n",
              "      <th>V212</th>\n",
              "      <th>V213</th>\n",
              "      <th>V214</th>\n",
              "      <th>V215</th>\n",
              "      <th>V216</th>\n",
              "      <th>V217</th>\n",
              "      <th>V218</th>\n",
              "      <th>V219</th>\n",
              "      <th>V220</th>\n",
              "      <th>V221</th>\n",
              "      <th>V222</th>\n",
              "      <th>V223</th>\n",
              "      <th>V224</th>\n",
              "      <th>V225</th>\n",
              "      <th>V226</th>\n",
              "      <th>V227</th>\n",
              "      <th>V228</th>\n",
              "      <th>V229</th>\n",
              "      <th>V230</th>\n",
              "      <th>V231</th>\n",
              "      <th>V232</th>\n",
              "      <th>V233</th>\n",
              "      <th>V234</th>\n",
              "      <th>V235</th>\n",
              "      <th>V236</th>\n",
              "      <th>V237</th>\n",
              "      <th>V238</th>\n",
              "      <th>V239</th>\n",
              "      <th>V240</th>\n",
              "      <th>V241</th>\n",
              "      <th>V242</th>\n",
              "      <th>V243</th>\n",
              "      <th>V244</th>\n",
              "      <th>V245</th>\n",
              "      <th>V246</th>\n",
              "      <th>V247</th>\n",
              "      <th>V248</th>\n",
              "      <th>V249</th>\n",
              "      <th>V250</th>\n",
              "      <th>V251</th>\n",
              "      <th>V252</th>\n",
              "      <th>V253</th>\n",
              "      <th>V254</th>\n",
              "      <th>V255</th>\n",
              "      <th>V256</th>\n",
              "      <th>V257</th>\n",
              "      <th>V258</th>\n",
              "      <th>V259</th>\n",
              "      <th>V260</th>\n",
              "      <th>V261</th>\n",
              "      <th>V262</th>\n",
              "      <th>V263</th>\n",
              "      <th>V264</th>\n",
              "      <th>V265</th>\n",
              "      <th>V266</th>\n",
              "      <th>V267</th>\n",
              "      <th>V268</th>\n",
              "      <th>V269</th>\n",
              "      <th>V270</th>\n",
              "      <th>V271</th>\n",
              "      <th>V272</th>\n",
              "      <th>V273</th>\n",
              "      <th>V274</th>\n",
              "      <th>V275</th>\n",
              "      <th>V276</th>\n",
              "      <th>V277</th>\n",
              "      <th>V278</th>\n",
              "      <th>V279</th>\n",
              "      <th>V280</th>\n",
              "      <th>V281</th>\n",
              "      <th>V282</th>\n",
              "      <th>V283</th>\n",
              "      <th>V284</th>\n",
              "      <th>V285</th>\n",
              "      <th>V286</th>\n",
              "      <th>V287</th>\n",
              "      <th>V288</th>\n",
              "      <th>V289</th>\n",
              "      <th>V290</th>\n",
              "      <th>V291</th>\n",
              "      <th>V292</th>\n",
              "      <th>V293</th>\n",
              "      <th>V294</th>\n",
              "      <th>V295</th>\n",
              "      <th>V296</th>\n",
              "      <th>V297</th>\n",
              "      <th>V298</th>\n",
              "      <th>V299</th>\n",
              "      <th>V300</th>\n",
              "      <th>V301</th>\n",
              "      <th>V302</th>\n",
              "      <th>V303</th>\n",
              "      <th>V304</th>\n",
              "      <th>V305</th>\n",
              "      <th>V306</th>\n",
              "      <th>V307</th>\n",
              "      <th>V308</th>\n",
              "      <th>V309</th>\n",
              "      <th>V310</th>\n",
              "      <th>V311</th>\n",
              "      <th>V312</th>\n",
              "      <th>V313</th>\n",
              "      <th>V314</th>\n",
              "      <th>V315</th>\n",
              "      <th>V316</th>\n",
              "      <th>V317</th>\n",
              "      <th>V318</th>\n",
              "      <th>V319</th>\n",
              "      <th>V320</th>\n",
              "      <th>V321</th>\n",
              "      <th>V322</th>\n",
              "      <th>V323</th>\n",
              "      <th>V324</th>\n",
              "      <th>V325</th>\n",
              "      <th>V326</th>\n",
              "      <th>V327</th>\n",
              "      <th>V328</th>\n",
              "      <th>V329</th>\n",
              "      <th>V330</th>\n",
              "      <th>V331</th>\n",
              "      <th>V332</th>\n",
              "      <th>V333</th>\n",
              "      <th>V334</th>\n",
              "      <th>V335</th>\n",
              "      <th>V336</th>\n",
              "      <th>V337</th>\n",
              "      <th>V338</th>\n",
              "      <th>V339</th>\n",
              "      <th>id_01</th>\n",
              "      <th>id_02</th>\n",
              "      <th>id_03</th>\n",
              "      <th>id_04</th>\n",
              "      <th>id_05</th>\n",
              "      <th>id_06</th>\n",
              "      <th>id_07</th>\n",
              "      <th>id_08</th>\n",
              "      <th>id_09</th>\n",
              "      <th>id_10</th>\n",
              "      <th>id_11</th>\n",
              "      <th>id_12</th>\n",
              "      <th>id_13</th>\n",
              "      <th>id_14</th>\n",
              "      <th>id_15</th>\n",
              "      <th>id_16</th>\n",
              "      <th>id_17</th>\n",
              "      <th>id_18</th>\n",
              "      <th>id_19</th>\n",
              "      <th>id_20</th>\n",
              "      <th>id_21</th>\n",
              "      <th>id_22</th>\n",
              "      <th>id_23</th>\n",
              "      <th>id_24</th>\n",
              "      <th>id_25</th>\n",
              "      <th>id_26</th>\n",
              "      <th>id_27</th>\n",
              "      <th>id_28</th>\n",
              "      <th>id_29</th>\n",
              "      <th>id_30</th>\n",
              "      <th>id_31</th>\n",
              "      <th>id_32</th>\n",
              "      <th>id_33</th>\n",
              "      <th>id_34</th>\n",
              "      <th>id_35</th>\n",
              "      <th>id_36</th>\n",
              "      <th>id_37</th>\n",
              "      <th>id_38</th>\n",
              "      <th>DeviceType</th>\n",
              "      <th>DeviceInfo</th>\n",
              "      <th>TransactionAmt_card1_mean</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0</td>\n",
              "      <td>86400</td>\n",
              "      <td>68.5</td>\n",
              "      <td>W</td>\n",
              "      <td>13926</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>150.0</td>\n",
              "      <td>discover</td>\n",
              "      <td>142.0</td>\n",
              "      <td>credit</td>\n",
              "      <td>315.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>19.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>M2</td>\n",
              "      <td>F</td>\n",
              "      <td>T</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>117.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>117.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.00</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>117.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>117.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>351.931150</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0</td>\n",
              "      <td>86401</td>\n",
              "      <td>29.0</td>\n",
              "      <td>W</td>\n",
              "      <td>2755</td>\n",
              "      <td>404.0</td>\n",
              "      <td>150.0</td>\n",
              "      <td>mastercard</td>\n",
              "      <td>102.0</td>\n",
              "      <td>credit</td>\n",
              "      <td>325.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>gmail.com</td>\n",
              "      <td>-999</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>M0</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.00</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>234.292760</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0</td>\n",
              "      <td>86469</td>\n",
              "      <td>59.0</td>\n",
              "      <td>W</td>\n",
              "      <td>4663</td>\n",
              "      <td>490.0</td>\n",
              "      <td>150.0</td>\n",
              "      <td>visa</td>\n",
              "      <td>166.0</td>\n",
              "      <td>debit</td>\n",
              "      <td>330.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>287.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>outlook.com</td>\n",
              "      <td>-999</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>315.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>315.0</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>M0</td>\n",
              "      <td>F</td>\n",
              "      <td>F</td>\n",
              "      <td>F</td>\n",
              "      <td>F</td>\n",
              "      <td>F</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.00</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>97.015540</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0</td>\n",
              "      <td>86499</td>\n",
              "      <td>50.0</td>\n",
              "      <td>W</td>\n",
              "      <td>18132</td>\n",
              "      <td>567.0</td>\n",
              "      <td>150.0</td>\n",
              "      <td>mastercard</td>\n",
              "      <td>117.0</td>\n",
              "      <td>debit</td>\n",
              "      <td>476.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>yahoo.com</td>\n",
              "      <td>-999</td>\n",
              "      <td>2.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>112.0</td>\n",
              "      <td>112.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>94.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>111.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>M0</td>\n",
              "      <td>T</td>\n",
              "      <td>F</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>28.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>24.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>1758.0</td>\n",
              "      <td>925.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>354.0</td>\n",
              "      <td>135.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>1404.0</td>\n",
              "      <td>790.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.00</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>28.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>24.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>1758.0</td>\n",
              "      <td>925.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>354.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>135.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>1404.0</td>\n",
              "      <td>790.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>123.416336</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0</td>\n",
              "      <td>86506</td>\n",
              "      <td>50.0</td>\n",
              "      <td>H</td>\n",
              "      <td>4497</td>\n",
              "      <td>514.0</td>\n",
              "      <td>150.0</td>\n",
              "      <td>mastercard</td>\n",
              "      <td>102.0</td>\n",
              "      <td>credit</td>\n",
              "      <td>420.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>gmail.com</td>\n",
              "      <td>-999</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>18.0</td>\n",
              "      <td>140.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1803.0</td>\n",
              "      <td>49.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>15557.99</td>\n",
              "      <td>169690.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>515.0</td>\n",
              "      <td>5155.0</td>\n",
              "      <td>2840.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>70787.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>100.0</td>\n",
              "      <td>NotFound</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-480.0</td>\n",
              "      <td>New</td>\n",
              "      <td>NotFound</td>\n",
              "      <td>166.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>542.0</td>\n",
              "      <td>144.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>New</td>\n",
              "      <td>NotFound</td>\n",
              "      <td>Android 7.0</td>\n",
              "      <td>samsung browser 6.2</td>\n",
              "      <td>32.0</td>\n",
              "      <td>2220x1080</td>\n",
              "      <td>match_status:2</td>\n",
              "      <td>T</td>\n",
              "      <td>F</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>mobile</td>\n",
              "      <td>SAMSUNG SM-G892A Build/NRD90M</td>\n",
              "      <td>96.972220</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   isFraud  TransactionDT  TransactionAmt ProductCD  card1  card2  card3  \\\n",
              "0        0          86400            68.5         W  13926 -999.0  150.0   \n",
              "1        0          86401            29.0         W   2755  404.0  150.0   \n",
              "2        0          86469            59.0         W   4663  490.0  150.0   \n",
              "3        0          86499            50.0         W  18132  567.0  150.0   \n",
              "4        0          86506            50.0         H   4497  514.0  150.0   \n",
              "\n",
              "        card4  card5   card6  addr1  addr2  dist1  dist2 P_emaildomain  \\\n",
              "0    discover  142.0  credit  315.0   87.0   19.0 -999.0          -999   \n",
              "1  mastercard  102.0  credit  325.0   87.0 -999.0 -999.0     gmail.com   \n",
              "2        visa  166.0   debit  330.0   87.0  287.0 -999.0   outlook.com   \n",
              "3  mastercard  117.0   debit  476.0   87.0 -999.0 -999.0     yahoo.com   \n",
              "4  mastercard  102.0  credit  420.0   87.0 -999.0 -999.0     gmail.com   \n",
              "\n",
              "  R_emaildomain   C1   C2   C3   C4   C5   C6   C7   C8   C9  C10  C11  C12  \\\n",
              "0          -999  1.0  1.0  0.0  0.0  0.0  1.0  0.0  0.0  1.0  0.0  2.0  0.0   \n",
              "1          -999  1.0  1.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0  1.0  0.0   \n",
              "2          -999  1.0  1.0  0.0  0.0  0.0  1.0  0.0  0.0  1.0  0.0  1.0  0.0   \n",
              "3          -999  2.0  5.0  0.0  0.0  0.0  4.0  0.0  0.0  1.0  0.0  1.0  0.0   \n",
              "4          -999  1.0  1.0  0.0  0.0  0.0  1.0  0.0  1.0  0.0  1.0  1.0  0.0   \n",
              "\n",
              "    C13  C14     D1     D2     D3     D4     D5     D6     D7     D8     D9  \\\n",
              "0   1.0  1.0   14.0 -999.0   13.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1   1.0  1.0    0.0 -999.0 -999.0    0.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2   1.0  1.0    0.0 -999.0 -999.0    0.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3  25.0  1.0  112.0  112.0    0.0   94.0    0.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4   1.0  1.0    0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "\n",
              "     D10    D11    D12    D13    D14    D15    M1    M2    M3    M4    M5  \\\n",
              "0   13.0   13.0 -999.0 -999.0 -999.0    0.0     T     T     T    M2     F   \n",
              "1    0.0 -999.0 -999.0 -999.0 -999.0    0.0  -999  -999  -999    M0     T   \n",
              "2    0.0  315.0 -999.0 -999.0 -999.0  315.0     T     T     T    M0     F   \n",
              "3   84.0 -999.0 -999.0 -999.0 -999.0  111.0  -999  -999  -999    M0     T   \n",
              "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  -999  -999  -999  -999  -999   \n",
              "\n",
              "     M6    M7    M8    M9     V1     V2     V3     V4     V5     V6     V7  \\\n",
              "0     T  -999  -999  -999    1.0    1.0    1.0    1.0    1.0    1.0    1.0   \n",
              "1     T  -999  -999  -999 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2     F     F     F     F    1.0    1.0    1.0    1.0    1.0    1.0    1.0   \n",
              "3     F  -999  -999  -999 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4  -999  -999  -999  -999 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "\n",
              "      V8     V9    V10    V11    V12    V13    V14    V15    V16    V17  \\\n",
              "0    1.0    1.0    0.0    0.0    1.0    1.0    1.0    0.0    0.0    0.0   \n",
              "1 -999.0 -999.0 -999.0 -999.0    0.0    0.0    1.0    0.0    0.0    0.0   \n",
              "2    1.0    1.0    0.0    0.0    1.0    1.0    1.0    0.0    0.0    0.0   \n",
              "3 -999.0 -999.0 -999.0 -999.0    1.0    1.0    1.0    0.0    0.0    0.0   \n",
              "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "\n",
              "     V18    V19    V20    V21    V22    V23    V24    V25    V26    V27  \\\n",
              "0    0.0    1.0    1.0    0.0    0.0    1.0    1.0    1.0    1.0    0.0   \n",
              "1    0.0    1.0    1.0    0.0    0.0    1.0    1.0    1.0    1.0    0.0   \n",
              "2    0.0    1.0    1.0    0.0    0.0    1.0    1.0    1.0    1.0    0.0   \n",
              "3    0.0    1.0    1.0    0.0    0.0    1.0    1.0    1.0    1.0    0.0   \n",
              "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "\n",
              "     V28    V29    V30    V31    V32    V33    V34    V35    V36    V37  \\\n",
              "0    0.0    0.0    0.0    0.0    0.0    0.0    0.0 -999.0 -999.0 -999.0   \n",
              "1    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    1.0   \n",
              "2    0.0    0.0    0.0    0.0    0.0    0.0    0.0    1.0    1.0    1.0   \n",
              "3    0.0    0.0    0.0    0.0    0.0    0.0    0.0    1.0    1.0    1.0   \n",
              "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "\n",
              "     V38    V39    V40    V41    V42    V43    V44    V45    V46    V47  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1    1.0    0.0    0.0    1.0    0.0    0.0    1.0    1.0    1.0    1.0   \n",
              "2    1.0    0.0    0.0    1.0    0.0    0.0    1.0    1.0    1.0    1.0   \n",
              "3    1.0    0.0    0.0    1.0    0.0    0.0    1.0    1.0    1.0    1.0   \n",
              "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "\n",
              "     V48    V49    V50    V51    V52    V53    V54    V55    V56    V57  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0 -999.0    1.0    1.0    1.0    1.0    0.0   \n",
              "1    0.0    0.0    0.0    0.0    0.0    0.0    0.0    1.0    1.0    0.0   \n",
              "2    0.0    0.0    0.0    0.0    0.0    1.0    1.0    1.0    1.0    0.0   \n",
              "3    0.0    0.0    0.0    0.0    0.0    1.0    1.0    1.0    1.0    0.0   \n",
              "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "\n",
              "     V58    V59    V60    V61    V62    V63    V64    V65    V66    V67  \\\n",
              "0    0.0    0.0    0.0    1.0    1.0    0.0    0.0    1.0    1.0    1.0   \n",
              "1    0.0    0.0    0.0    1.0    1.0    0.0    0.0    1.0    1.0    1.0   \n",
              "2    0.0    0.0    0.0    1.0    1.0    0.0    0.0    1.0    1.0    1.0   \n",
              "3    0.0    0.0    0.0    1.0    1.0    0.0    0.0    1.0    1.0    1.0   \n",
              "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "\n",
              "     V68    V69    V70    V71    V72    V73    V74    V75    V76    V77  \\\n",
              "0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    1.0    1.0    1.0   \n",
              "1    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    1.0   \n",
              "2    0.0    0.0    0.0    0.0    0.0    0.0    0.0    1.0    1.0    1.0   \n",
              "3    0.0    0.0    0.0    0.0    0.0    0.0    0.0    1.0    1.0    1.0   \n",
              "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "\n",
              "     V78    V79    V80    V81    V82    V83    V84    V85    V86    V87  \\\n",
              "0    1.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    1.0    1.0   \n",
              "1    1.0    0.0    0.0    0.0    1.0    1.0    0.0    0.0    1.0    1.0   \n",
              "2    1.0    0.0    0.0    0.0    1.0    1.0    0.0    0.0    1.0    1.0   \n",
              "3    1.0    0.0    0.0    0.0    1.0    1.0    0.0    0.0    1.0    1.0   \n",
              "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "\n",
              "     V88    V89    V90    V91    V92    V93    V94  V95   V96   V97  V98  \\\n",
              "0    1.0    0.0    0.0    0.0    0.0    0.0    0.0  0.0   1.0   0.0  0.0   \n",
              "1    1.0    0.0    0.0    0.0    0.0    0.0    0.0  0.0   0.0   0.0  0.0   \n",
              "2    1.0    0.0    0.0    0.0    0.0    0.0    0.0  0.0   0.0   0.0  0.0   \n",
              "3    1.0    0.0    0.0    0.0    0.0    0.0    0.0  1.0  48.0  28.0  0.0   \n",
              "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  0.0   0.0   0.0  0.0   \n",
              "\n",
              "    V99  V100  V101  V102  V103  V104  V105  V106  V107  V108  V109  V110  \\\n",
              "0   0.0   0.0   0.0   1.0   0.0   0.0   0.0   0.0   1.0   1.0   1.0   1.0   \n",
              "1   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   1.0   1.0   1.0   \n",
              "2   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   1.0   1.0   1.0   \n",
              "3  10.0   4.0   1.0  38.0  24.0   0.0   0.0   0.0   1.0   1.0   1.0   1.0   \n",
              "4   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   1.0   1.0   1.0   \n",
              "\n",
              "   V111  V112  V113  V114  V115  V116  V117  V118  V119  V120  V121  V122  \\\n",
              "0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "1   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "2   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "3   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "4   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "\n",
              "   V123  V124  V125  V126    V127   V128  V129   V130   V131  V132    V133  \\\n",
              "0   1.0   1.0   1.0   0.0   117.0    0.0   0.0    0.0    0.0   0.0   117.0   \n",
              "1   1.0   1.0   1.0   0.0     0.0    0.0   0.0    0.0    0.0   0.0     0.0   \n",
              "2   1.0   1.0   1.0   0.0     0.0    0.0   0.0    0.0    0.0   0.0     0.0   \n",
              "3   1.0   1.0   1.0  50.0  1758.0  925.0   0.0  354.0  135.0  50.0  1404.0   \n",
              "4   1.0   1.0   1.0   0.0     0.0    0.0   0.0    0.0    0.0   0.0     0.0   \n",
              "\n",
              "    V134  V135  V136  V137   V138   V139   V140   V141   V142   V143   V144  \\\n",
              "0    0.0   0.0   0.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1    0.0   0.0   0.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2    0.0   0.0   0.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3  790.0   0.0   0.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4    0.0   0.0   0.0   0.0    0.0    0.0    0.0    0.0    0.0    6.0   18.0   \n",
              "\n",
              "    V145   V146   V147   V148   V149    V150   V151   V152   V153   V154  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0 -999.0  -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1 -999.0 -999.0 -999.0 -999.0 -999.0  -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2 -999.0 -999.0 -999.0 -999.0 -999.0  -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3 -999.0 -999.0 -999.0 -999.0 -999.0  -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4  140.0    0.0    0.0    0.0    0.0  1803.0   49.0   64.0    0.0    0.0   \n",
              "\n",
              "    V155   V156   V157   V158      V159      V160   V161   V162   V163   V164  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0   -999.00    -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1 -999.0 -999.0 -999.0 -999.0   -999.00    -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2 -999.0 -999.0 -999.0 -999.0   -999.00    -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3 -999.0 -999.0 -999.0 -999.0   -999.00    -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4    0.0    0.0    0.0    0.0  15557.99  169690.8    0.0    0.0    0.0  515.0   \n",
              "\n",
              "     V165    V166   V167   V168   V169   V170   V171   V172   V173   V174  \\\n",
              "0  -999.0  -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1  -999.0  -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2  -999.0  -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3  -999.0  -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4  5155.0  2840.0    0.0    0.0    0.0    1.0    1.0    0.0    0.0    0.0   \n",
              "\n",
              "    V175   V176   V177   V178   V179   V180   V181   V182   V183   V184  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4    0.0    1.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
              "\n",
              "    V185   V186   V187   V188   V189   V190   V191   V192   V193   V194  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4    0.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0   \n",
              "\n",
              "    V195   V196   V197   V198   V199   V200   V201   V202   V203   V204  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4    1.0    1.0    1.0    1.0    1.0    1.0    1.0    0.0    0.0    0.0   \n",
              "\n",
              "    V205   V206   V207   V208   V209   V210   V211   V212   V213   V214  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
              "\n",
              "    V215   V216   V217   V218   V219   V220   V221   V222   V223   V224  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4    0.0    0.0    0.0    0.0    0.0    0.0    1.0    1.0    0.0    0.0   \n",
              "\n",
              "    V225   V226   V227   V228   V229   V230   V231   V232   V233   V234  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4    0.0    0.0    0.0    1.0    1.0    1.0    0.0    0.0    0.0    0.0   \n",
              "\n",
              "    V235   V236   V237   V238   V239   V240   V241   V242   V243   V244  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4    0.0    0.0    0.0    0.0    0.0    1.0    1.0    1.0    1.0    1.0   \n",
              "\n",
              "    V245   V246   V247   V248   V249   V250   V251   V252   V253   V254  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0   \n",
              "\n",
              "    V255   V256   V257   V258   V259   V260   V261   V262   V263   V264  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    0.0    0.0   \n",
              "\n",
              "    V265   V266   V267   V268   V269   V270   V271   V272   V273   V274  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
              "\n",
              "    V275   V276   V277   V278  V279  V280  V281  V282  V283  V284  V285  V286  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0   0.0   0.0   0.0   1.0   1.0   0.0   0.0   0.0   \n",
              "1 -999.0 -999.0 -999.0 -999.0   0.0   0.0   0.0   1.0   1.0   0.0   0.0   0.0   \n",
              "2 -999.0 -999.0 -999.0 -999.0   0.0   0.0   0.0   1.0   1.0   0.0   0.0   0.0   \n",
              "3 -999.0 -999.0 -999.0 -999.0   1.0  28.0   0.0   0.0   0.0   0.0  10.0   0.0   \n",
              "4    0.0    0.0    0.0    0.0   0.0   0.0   0.0   1.0   1.0   0.0   0.0   0.0   \n",
              "\n",
              "   V287  V288  V289  V290  V291  V292  V293  V294  V295  V296  V297  V298  \\\n",
              "0   0.0   0.0   0.0   1.0   1.0   1.0   0.0   1.0   0.0   0.0   0.0   0.0   \n",
              "1   0.0   0.0   0.0   1.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "2   0.0   0.0   0.0   1.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "3   4.0   0.0   0.0   1.0   1.0   1.0   1.0  38.0  24.0   0.0   0.0   0.0   \n",
              "4   0.0   0.0   0.0   1.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "\n",
              "   V299  V300  V301  V302  V303  V304  V305  V306    V307   V308  V309   V310  \\\n",
              "0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0   117.0    0.0   0.0    0.0   \n",
              "1   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0     0.0    0.0   0.0    0.0   \n",
              "2   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0     0.0    0.0   0.0    0.0   \n",
              "3   0.0   0.0   0.0   0.0   0.0   0.0   1.0  50.0  1758.0  925.0   0.0  354.0   \n",
              "4   0.0   0.0   0.0   1.0   1.0   1.0   1.0   0.0     0.0    0.0   0.0    0.0   \n",
              "\n",
              "   V311   V312  V313  V314  V315  V316    V317   V318  V319  V320  V321  \\\n",
              "0   0.0    0.0   0.0   0.0   0.0   0.0   117.0    0.0   0.0   0.0   0.0   \n",
              "1   0.0    0.0   0.0   0.0   0.0   0.0     0.0    0.0   0.0   0.0   0.0   \n",
              "2   0.0    0.0   0.0   0.0   0.0   0.0     0.0    0.0   0.0   0.0   0.0   \n",
              "3   0.0  135.0   0.0   0.0   0.0  50.0  1404.0  790.0   0.0   0.0   0.0   \n",
              "4   0.0    0.0   0.0   0.0   0.0   0.0     0.0    0.0   0.0   0.0   0.0   \n",
              "\n",
              "    V322   V323   V324   V325   V326   V327   V328   V329   V330   V331  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
              "\n",
              "    V332   V333   V334   V335   V336   V337   V338   V339  id_01    id_02  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   -999.0   \n",
              "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   -999.0   \n",
              "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   -999.0   \n",
              "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   -999.0   \n",
              "4    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0  70787.0   \n",
              "\n",
              "   id_03  id_04  id_05  id_06  id_07  id_08  id_09  id_10  id_11     id_12  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0      -999   \n",
              "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0      -999   \n",
              "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0      -999   \n",
              "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0      -999   \n",
              "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  100.0  NotFound   \n",
              "\n",
              "   id_13  id_14 id_15     id_16  id_17  id_18  id_19  id_20  id_21  id_22  \\\n",
              "0 -999.0 -999.0  -999      -999 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1 -999.0 -999.0  -999      -999 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2 -999.0 -999.0  -999      -999 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3 -999.0 -999.0  -999      -999 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4 -999.0 -480.0   New  NotFound  166.0 -999.0  542.0  144.0 -999.0 -999.0   \n",
              "\n",
              "  id_23  id_24  id_25  id_26 id_27 id_28     id_29        id_30  \\\n",
              "0  -999 -999.0 -999.0 -999.0  -999  -999      -999         -999   \n",
              "1  -999 -999.0 -999.0 -999.0  -999  -999      -999         -999   \n",
              "2  -999 -999.0 -999.0 -999.0  -999  -999      -999         -999   \n",
              "3  -999 -999.0 -999.0 -999.0  -999  -999      -999         -999   \n",
              "4  -999 -999.0 -999.0 -999.0  -999   New  NotFound  Android 7.0   \n",
              "\n",
              "                 id_31  id_32      id_33           id_34 id_35 id_36 id_37  \\\n",
              "0                 -999 -999.0       -999            -999  -999  -999  -999   \n",
              "1                 -999 -999.0       -999            -999  -999  -999  -999   \n",
              "2                 -999 -999.0       -999            -999  -999  -999  -999   \n",
              "3                 -999 -999.0       -999            -999  -999  -999  -999   \n",
              "4  samsung browser 6.2   32.0  2220x1080  match_status:2     T     F     T   \n",
              "\n",
              "  id_38 DeviceType                     DeviceInfo  TransactionAmt_card1_mean  \n",
              "0  -999       -999                           -999                 351.931150  \n",
              "1  -999       -999                           -999                 234.292760  \n",
              "2  -999       -999                           -999                  97.015540  \n",
              "3  -999       -999                           -999                 123.416336  \n",
              "4     T     mobile  SAMSUNG SM-G892A Build/NRD90M                  96.972220  "
            ]
          },
          "execution_count": 8,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "%%time\n",
        "train_data_fe = pd.read_csv(directory+'train_data_fe.csv')\n",
        "print(train_data_fe.shape)\n",
        "train_data_fe.head()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "**注意: 特征比较大时, 训练所需机器的CPU和内存还是需要高配, colab免费版未必可用, 以下只是训练示例, 真正训练脚本看train_fraud_detection.py**\n",
        "\n",
        "    Warning: Data size prior to feature transformation consumes 35.3% of available memory. Consider increasing memory or subsampling the data to avoid instability."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "c8Lid1HT8etQ",
        "outputId": "96332e5e-fc45-4476-9321-deceb6e4afb1"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Warning: path already exists! This predictor may overwrite an existing predictor! path=\"/content/gdrive/MyDrive/ai-lake/ieee-fraud-detection/ieee-fraud-detection-Models/\"\n",
            "Beginning AutoGluon training ... Time limit = 600s\n",
            "AutoGluon will save models to \"/content/gdrive/MyDrive/ai-lake/ieee-fraud-detection/ieee-fraud-detection-Models/\"\n",
            "AutoGluon Version:  0.4.0\n",
            "Python Version:     3.7.13\n",
            "Operating System:   Linux\n",
            "Train Data Rows:    590540\n",
            "Train Data Columns: 434\n",
            "Label Column: isFraud\n",
            "Preprocessing data ...\n",
            "AutoGluon infers your prediction problem is: 'binary' (because only two unique label-values observed).\n",
            "\t2 unique label values:  [0, 1]\n",
            "\tIf 'binary' is not the correct problem_type, please manually specify the problem_type parameter during predictor init (You may specify problem_type as one of: ['binary', 'multiclass', 'regression'])\n",
            "Selected class <--> label mapping:  class 1 = 1, class 0 = 0\n",
            "Using Feature Generators to preprocess the data ...\n",
            "Fitting AutoMLPipelineFeatureGenerator...\n",
            "\tAvailable Memory:                    8583.34 MB\n",
            "\tTrain Data (Original)  Memory Usage: 3029.09 MB (35.3% of available memory)\n",
            "\tWarning: Data size prior to feature transformation consumes 35.3% of available memory. Consider increasing memory or subsampling the data to avoid instability.\n",
            "\tInferring data type of each feature based on column values. Set feature_metadata_in to manually specify special dtypes of the features.\n",
            "\tStage 1 Generators:\n",
            "\t\tFitting AsTypeFeatureGenerator...\n"
          ]
        }
      ],
      "source": [
        "%%time\n",
        "predictor = TabularPredictor(label=label, eval_metric=eval_metric, path=save_path).fit(\n",
        "    train_data_fe, time_limit=600\n",
        ")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "训练完模型后,该做个预测了"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "CPU times: user 11.4 s, sys: 4.28 s, total: 15.7 s\n",
            "Wall time: 19.4 s\n"
          ]
        }
      ],
      "source": [
        "%%time\n",
        "test_identity = pd.read_csv(directory+'test_identity.csv')\n",
        "test_transaction = pd.read_csv(directory+'test_transaction.csv')\n",
        "test_data = pd.merge(test_transaction, test_identity, on='TransactionID', how='left')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "预测特征要跟训练特征同名"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {},
      "outputs": [],
      "source": [
        "test_data = test_data.rename( columns = {'id-01' : 'id_01', \n",
        "'id-02' : 'id_02', \n",
        "'id-03' : 'id_03', \n",
        "'id-04' : 'id_04', \n",
        "'id-05' : 'id_05', \n",
        "'id-06' : 'id_06', \n",
        "'id-07' : 'id_07', \n",
        "'id-08' : 'id_08', \n",
        "'id-09' : 'id_09', \n",
        "'id-10' : 'id_10', \n",
        "'id-11' : 'id_11', \n",
        "'id-12' : 'id_12', \n",
        "'id-13' : 'id_13', \n",
        "'id-14' : 'id_14', \n",
        "'id-15' : 'id_15', \n",
        "'id-16' : 'id_16', \n",
        "'id-17' : 'id_17', \n",
        "'id-18' : 'id_18', \n",
        "'id-19' : 'id_19', \n",
        "'id-20' : 'id_20', \n",
        "'id-21' : 'id_21', \n",
        "'id-22' : 'id_22', \n",
        "'id-23' : 'id_23', \n",
        "'id-24' : 'id_24', \n",
        "'id-25' : 'id_25', \n",
        "'id-26' : 'id_26', \n",
        "'id-27' : 'id_27', \n",
        "'id-28' : 'id_28', \n",
        "'id-29' : 'id_29', \n",
        "'id-30' : 'id_30', \n",
        "'id-31' : 'id_31', \n",
        "'id-32' : 'id_32', \n",
        "'id-33' : 'id_33', \n",
        "'id-34' : 'id_34', \n",
        "'id-35' : 'id_35', \n",
        "'id-36' : 'id_36', \n",
        "'id-37' : 'id_37', \n",
        "'id-38' : 'id_38'})"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "特征工程也应该跟训练时一样"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "CPU times: user 33.1 s, sys: 1min 5s, total: 1min 38s\n",
            "Wall time: 1min 38s\n"
          ]
        }
      ],
      "source": [
        "%%time\n",
        "\n",
        "test_data = test_data.drop( columns=['TransactionID'] )\n",
        "\n",
        "test_data_temp = test_data.groupby('card1')['TransactionAmt'].agg(['mean']).rename({'mean':'TransactionAmt_card1_mean'},axis=1)\n",
        "test_data = pd.merge(test_data,test_data_temp,on='card1',how='left')\n",
        "\n",
        "for col in test_data.columns:\n",
        "  test_data[col].fillna(-999, inplace=True)\n",
        "  if test_data[col].dtype=='float64':\n",
        "    test_data[col] = test_data[col].astype('float32')\n",
        "  if test_data[col].dtype=='int64':\n",
        "    test_data[col] = test_data[col].astype('int32')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "看一下要预测的数据集"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>TransactionDT</th>\n",
              "      <th>TransactionAmt</th>\n",
              "      <th>ProductCD</th>\n",
              "      <th>card1</th>\n",
              "      <th>card2</th>\n",
              "      <th>card3</th>\n",
              "      <th>card4</th>\n",
              "      <th>card5</th>\n",
              "      <th>card6</th>\n",
              "      <th>addr1</th>\n",
              "      <th>addr2</th>\n",
              "      <th>dist1</th>\n",
              "      <th>dist2</th>\n",
              "      <th>P_emaildomain</th>\n",
              "      <th>R_emaildomain</th>\n",
              "      <th>C1</th>\n",
              "      <th>C2</th>\n",
              "      <th>C3</th>\n",
              "      <th>C4</th>\n",
              "      <th>C5</th>\n",
              "      <th>C6</th>\n",
              "      <th>C7</th>\n",
              "      <th>C8</th>\n",
              "      <th>C9</th>\n",
              "      <th>C10</th>\n",
              "      <th>C11</th>\n",
              "      <th>C12</th>\n",
              "      <th>C13</th>\n",
              "      <th>C14</th>\n",
              "      <th>D1</th>\n",
              "      <th>D2</th>\n",
              "      <th>D3</th>\n",
              "      <th>D4</th>\n",
              "      <th>D5</th>\n",
              "      <th>D6</th>\n",
              "      <th>D7</th>\n",
              "      <th>D8</th>\n",
              "      <th>D9</th>\n",
              "      <th>D10</th>\n",
              "      <th>D11</th>\n",
              "      <th>D12</th>\n",
              "      <th>D13</th>\n",
              "      <th>D14</th>\n",
              "      <th>D15</th>\n",
              "      <th>M1</th>\n",
              "      <th>M2</th>\n",
              "      <th>M3</th>\n",
              "      <th>M4</th>\n",
              "      <th>M5</th>\n",
              "      <th>M6</th>\n",
              "      <th>M7</th>\n",
              "      <th>M8</th>\n",
              "      <th>M9</th>\n",
              "      <th>V1</th>\n",
              "      <th>V2</th>\n",
              "      <th>V3</th>\n",
              "      <th>V4</th>\n",
              "      <th>V5</th>\n",
              "      <th>V6</th>\n",
              "      <th>V7</th>\n",
              "      <th>V8</th>\n",
              "      <th>V9</th>\n",
              "      <th>V10</th>\n",
              "      <th>V11</th>\n",
              "      <th>V12</th>\n",
              "      <th>V13</th>\n",
              "      <th>V14</th>\n",
              "      <th>V15</th>\n",
              "      <th>V16</th>\n",
              "      <th>V17</th>\n",
              "      <th>V18</th>\n",
              "      <th>V19</th>\n",
              "      <th>V20</th>\n",
              "      <th>V21</th>\n",
              "      <th>V22</th>\n",
              "      <th>V23</th>\n",
              "      <th>V24</th>\n",
              "      <th>V25</th>\n",
              "      <th>V26</th>\n",
              "      <th>V27</th>\n",
              "      <th>V28</th>\n",
              "      <th>V29</th>\n",
              "      <th>V30</th>\n",
              "      <th>V31</th>\n",
              "      <th>V32</th>\n",
              "      <th>V33</th>\n",
              "      <th>V34</th>\n",
              "      <th>V35</th>\n",
              "      <th>V36</th>\n",
              "      <th>V37</th>\n",
              "      <th>V38</th>\n",
              "      <th>V39</th>\n",
              "      <th>V40</th>\n",
              "      <th>V41</th>\n",
              "      <th>V42</th>\n",
              "      <th>V43</th>\n",
              "      <th>V44</th>\n",
              "      <th>V45</th>\n",
              "      <th>V46</th>\n",
              "      <th>V47</th>\n",
              "      <th>V48</th>\n",
              "      <th>V49</th>\n",
              "      <th>V50</th>\n",
              "      <th>V51</th>\n",
              "      <th>V52</th>\n",
              "      <th>V53</th>\n",
              "      <th>V54</th>\n",
              "      <th>V55</th>\n",
              "      <th>V56</th>\n",
              "      <th>V57</th>\n",
              "      <th>V58</th>\n",
              "      <th>V59</th>\n",
              "      <th>V60</th>\n",
              "      <th>V61</th>\n",
              "      <th>V62</th>\n",
              "      <th>V63</th>\n",
              "      <th>V64</th>\n",
              "      <th>V65</th>\n",
              "      <th>V66</th>\n",
              "      <th>V67</th>\n",
              "      <th>V68</th>\n",
              "      <th>V69</th>\n",
              "      <th>V70</th>\n",
              "      <th>V71</th>\n",
              "      <th>V72</th>\n",
              "      <th>V73</th>\n",
              "      <th>V74</th>\n",
              "      <th>V75</th>\n",
              "      <th>V76</th>\n",
              "      <th>V77</th>\n",
              "      <th>V78</th>\n",
              "      <th>V79</th>\n",
              "      <th>V80</th>\n",
              "      <th>V81</th>\n",
              "      <th>V82</th>\n",
              "      <th>V83</th>\n",
              "      <th>V84</th>\n",
              "      <th>V85</th>\n",
              "      <th>V86</th>\n",
              "      <th>V87</th>\n",
              "      <th>V88</th>\n",
              "      <th>V89</th>\n",
              "      <th>V90</th>\n",
              "      <th>V91</th>\n",
              "      <th>V92</th>\n",
              "      <th>V93</th>\n",
              "      <th>V94</th>\n",
              "      <th>V95</th>\n",
              "      <th>V96</th>\n",
              "      <th>V97</th>\n",
              "      <th>V98</th>\n",
              "      <th>V99</th>\n",
              "      <th>V100</th>\n",
              "      <th>V101</th>\n",
              "      <th>V102</th>\n",
              "      <th>V103</th>\n",
              "      <th>V104</th>\n",
              "      <th>V105</th>\n",
              "      <th>V106</th>\n",
              "      <th>V107</th>\n",
              "      <th>V108</th>\n",
              "      <th>V109</th>\n",
              "      <th>V110</th>\n",
              "      <th>V111</th>\n",
              "      <th>V112</th>\n",
              "      <th>V113</th>\n",
              "      <th>V114</th>\n",
              "      <th>V115</th>\n",
              "      <th>V116</th>\n",
              "      <th>V117</th>\n",
              "      <th>V118</th>\n",
              "      <th>V119</th>\n",
              "      <th>V120</th>\n",
              "      <th>V121</th>\n",
              "      <th>V122</th>\n",
              "      <th>V123</th>\n",
              "      <th>V124</th>\n",
              "      <th>V125</th>\n",
              "      <th>V126</th>\n",
              "      <th>V127</th>\n",
              "      <th>V128</th>\n",
              "      <th>V129</th>\n",
              "      <th>V130</th>\n",
              "      <th>V131</th>\n",
              "      <th>V132</th>\n",
              "      <th>V133</th>\n",
              "      <th>V134</th>\n",
              "      <th>V135</th>\n",
              "      <th>V136</th>\n",
              "      <th>V137</th>\n",
              "      <th>V138</th>\n",
              "      <th>V139</th>\n",
              "      <th>V140</th>\n",
              "      <th>V141</th>\n",
              "      <th>V142</th>\n",
              "      <th>V143</th>\n",
              "      <th>V144</th>\n",
              "      <th>V145</th>\n",
              "      <th>V146</th>\n",
              "      <th>V147</th>\n",
              "      <th>V148</th>\n",
              "      <th>V149</th>\n",
              "      <th>V150</th>\n",
              "      <th>V151</th>\n",
              "      <th>V152</th>\n",
              "      <th>V153</th>\n",
              "      <th>V154</th>\n",
              "      <th>V155</th>\n",
              "      <th>V156</th>\n",
              "      <th>V157</th>\n",
              "      <th>V158</th>\n",
              "      <th>V159</th>\n",
              "      <th>V160</th>\n",
              "      <th>V161</th>\n",
              "      <th>V162</th>\n",
              "      <th>V163</th>\n",
              "      <th>V164</th>\n",
              "      <th>V165</th>\n",
              "      <th>V166</th>\n",
              "      <th>V167</th>\n",
              "      <th>V168</th>\n",
              "      <th>V169</th>\n",
              "      <th>V170</th>\n",
              "      <th>V171</th>\n",
              "      <th>V172</th>\n",
              "      <th>V173</th>\n",
              "      <th>V174</th>\n",
              "      <th>V175</th>\n",
              "      <th>V176</th>\n",
              "      <th>V177</th>\n",
              "      <th>V178</th>\n",
              "      <th>V179</th>\n",
              "      <th>V180</th>\n",
              "      <th>V181</th>\n",
              "      <th>V182</th>\n",
              "      <th>V183</th>\n",
              "      <th>V184</th>\n",
              "      <th>V185</th>\n",
              "      <th>V186</th>\n",
              "      <th>V187</th>\n",
              "      <th>V188</th>\n",
              "      <th>V189</th>\n",
              "      <th>V190</th>\n",
              "      <th>V191</th>\n",
              "      <th>V192</th>\n",
              "      <th>V193</th>\n",
              "      <th>V194</th>\n",
              "      <th>V195</th>\n",
              "      <th>V196</th>\n",
              "      <th>V197</th>\n",
              "      <th>V198</th>\n",
              "      <th>V199</th>\n",
              "      <th>V200</th>\n",
              "      <th>V201</th>\n",
              "      <th>V202</th>\n",
              "      <th>V203</th>\n",
              "      <th>V204</th>\n",
              "      <th>V205</th>\n",
              "      <th>V206</th>\n",
              "      <th>V207</th>\n",
              "      <th>V208</th>\n",
              "      <th>V209</th>\n",
              "      <th>V210</th>\n",
              "      <th>V211</th>\n",
              "      <th>V212</th>\n",
              "      <th>V213</th>\n",
              "      <th>V214</th>\n",
              "      <th>V215</th>\n",
              "      <th>V216</th>\n",
              "      <th>V217</th>\n",
              "      <th>V218</th>\n",
              "      <th>V219</th>\n",
              "      <th>V220</th>\n",
              "      <th>V221</th>\n",
              "      <th>V222</th>\n",
              "      <th>V223</th>\n",
              "      <th>V224</th>\n",
              "      <th>V225</th>\n",
              "      <th>V226</th>\n",
              "      <th>V227</th>\n",
              "      <th>V228</th>\n",
              "      <th>V229</th>\n",
              "      <th>V230</th>\n",
              "      <th>V231</th>\n",
              "      <th>V232</th>\n",
              "      <th>V233</th>\n",
              "      <th>V234</th>\n",
              "      <th>V235</th>\n",
              "      <th>V236</th>\n",
              "      <th>V237</th>\n",
              "      <th>V238</th>\n",
              "      <th>V239</th>\n",
              "      <th>V240</th>\n",
              "      <th>V241</th>\n",
              "      <th>V242</th>\n",
              "      <th>V243</th>\n",
              "      <th>V244</th>\n",
              "      <th>V245</th>\n",
              "      <th>V246</th>\n",
              "      <th>V247</th>\n",
              "      <th>V248</th>\n",
              "      <th>V249</th>\n",
              "      <th>V250</th>\n",
              "      <th>V251</th>\n",
              "      <th>V252</th>\n",
              "      <th>V253</th>\n",
              "      <th>V254</th>\n",
              "      <th>V255</th>\n",
              "      <th>V256</th>\n",
              "      <th>V257</th>\n",
              "      <th>V258</th>\n",
              "      <th>V259</th>\n",
              "      <th>V260</th>\n",
              "      <th>V261</th>\n",
              "      <th>V262</th>\n",
              "      <th>V263</th>\n",
              "      <th>V264</th>\n",
              "      <th>V265</th>\n",
              "      <th>V266</th>\n",
              "      <th>V267</th>\n",
              "      <th>V268</th>\n",
              "      <th>V269</th>\n",
              "      <th>V270</th>\n",
              "      <th>V271</th>\n",
              "      <th>V272</th>\n",
              "      <th>V273</th>\n",
              "      <th>V274</th>\n",
              "      <th>V275</th>\n",
              "      <th>V276</th>\n",
              "      <th>V277</th>\n",
              "      <th>V278</th>\n",
              "      <th>V279</th>\n",
              "      <th>V280</th>\n",
              "      <th>V281</th>\n",
              "      <th>V282</th>\n",
              "      <th>V283</th>\n",
              "      <th>V284</th>\n",
              "      <th>V285</th>\n",
              "      <th>V286</th>\n",
              "      <th>V287</th>\n",
              "      <th>V288</th>\n",
              "      <th>V289</th>\n",
              "      <th>V290</th>\n",
              "      <th>V291</th>\n",
              "      <th>V292</th>\n",
              "      <th>V293</th>\n",
              "      <th>V294</th>\n",
              "      <th>V295</th>\n",
              "      <th>V296</th>\n",
              "      <th>V297</th>\n",
              "      <th>V298</th>\n",
              "      <th>V299</th>\n",
              "      <th>V300</th>\n",
              "      <th>V301</th>\n",
              "      <th>V302</th>\n",
              "      <th>V303</th>\n",
              "      <th>V304</th>\n",
              "      <th>V305</th>\n",
              "      <th>V306</th>\n",
              "      <th>V307</th>\n",
              "      <th>V308</th>\n",
              "      <th>V309</th>\n",
              "      <th>V310</th>\n",
              "      <th>V311</th>\n",
              "      <th>V312</th>\n",
              "      <th>V313</th>\n",
              "      <th>V314</th>\n",
              "      <th>V315</th>\n",
              "      <th>V316</th>\n",
              "      <th>V317</th>\n",
              "      <th>V318</th>\n",
              "      <th>V319</th>\n",
              "      <th>V320</th>\n",
              "      <th>V321</th>\n",
              "      <th>V322</th>\n",
              "      <th>V323</th>\n",
              "      <th>V324</th>\n",
              "      <th>V325</th>\n",
              "      <th>V326</th>\n",
              "      <th>V327</th>\n",
              "      <th>V328</th>\n",
              "      <th>V329</th>\n",
              "      <th>V330</th>\n",
              "      <th>V331</th>\n",
              "      <th>V332</th>\n",
              "      <th>V333</th>\n",
              "      <th>V334</th>\n",
              "      <th>V335</th>\n",
              "      <th>V336</th>\n",
              "      <th>V337</th>\n",
              "      <th>V338</th>\n",
              "      <th>V339</th>\n",
              "      <th>id_01</th>\n",
              "      <th>id_02</th>\n",
              "      <th>id_03</th>\n",
              "      <th>id_04</th>\n",
              "      <th>id_05</th>\n",
              "      <th>id_06</th>\n",
              "      <th>id_07</th>\n",
              "      <th>id_08</th>\n",
              "      <th>id_09</th>\n",
              "      <th>id_10</th>\n",
              "      <th>id_11</th>\n",
              "      <th>id_12</th>\n",
              "      <th>id_13</th>\n",
              "      <th>id_14</th>\n",
              "      <th>id_15</th>\n",
              "      <th>id_16</th>\n",
              "      <th>id_17</th>\n",
              "      <th>id_18</th>\n",
              "      <th>id_19</th>\n",
              "      <th>id_20</th>\n",
              "      <th>id_21</th>\n",
              "      <th>id_22</th>\n",
              "      <th>id_23</th>\n",
              "      <th>id_24</th>\n",
              "      <th>id_25</th>\n",
              "      <th>id_26</th>\n",
              "      <th>id_27</th>\n",
              "      <th>id_28</th>\n",
              "      <th>id_29</th>\n",
              "      <th>id_30</th>\n",
              "      <th>id_31</th>\n",
              "      <th>id_32</th>\n",
              "      <th>id_33</th>\n",
              "      <th>id_34</th>\n",
              "      <th>id_35</th>\n",
              "      <th>id_36</th>\n",
              "      <th>id_37</th>\n",
              "      <th>id_38</th>\n",
              "      <th>DeviceType</th>\n",
              "      <th>DeviceInfo</th>\n",
              "      <th>TransactionAmt_card1_mean</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>18403224</td>\n",
              "      <td>31.950001</td>\n",
              "      <td>W</td>\n",
              "      <td>10409</td>\n",
              "      <td>111.0</td>\n",
              "      <td>150.0</td>\n",
              "      <td>visa</td>\n",
              "      <td>226.0</td>\n",
              "      <td>debit</td>\n",
              "      <td>170.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>gmail.com</td>\n",
              "      <td>-999</td>\n",
              "      <td>6.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>115.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>419.0</td>\n",
              "      <td>419.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>398.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>418.0</td>\n",
              "      <td>203.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>409.0</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>F</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>F</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>47.950001</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>47.950001</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>47.950001</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>47.950001</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>94.155457</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>18403263</td>\n",
              "      <td>49.000000</td>\n",
              "      <td>W</td>\n",
              "      <td>4272</td>\n",
              "      <td>111.0</td>\n",
              "      <td>150.0</td>\n",
              "      <td>visa</td>\n",
              "      <td>226.0</td>\n",
              "      <td>debit</td>\n",
              "      <td>299.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>aol.com</td>\n",
              "      <td>-999</td>\n",
              "      <td>3.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>149.0</td>\n",
              "      <td>149.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>634.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>231.0</td>\n",
              "      <td>634.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>634.0</td>\n",
              "      <td>T</td>\n",
              "      <td>F</td>\n",
              "      <td>F</td>\n",
              "      <td>M0</td>\n",
              "      <td>-999</td>\n",
              "      <td>F</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>280.000000</td>\n",
              "      <td>77.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>280.000000</td>\n",
              "      <td>77.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>280.000000</td>\n",
              "      <td>77.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>280.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>77.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>146.929245</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>18403310</td>\n",
              "      <td>171.000000</td>\n",
              "      <td>W</td>\n",
              "      <td>4476</td>\n",
              "      <td>574.0</td>\n",
              "      <td>150.0</td>\n",
              "      <td>visa</td>\n",
              "      <td>226.0</td>\n",
              "      <td>debit</td>\n",
              "      <td>472.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>2635.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>hotmail.com</td>\n",
              "      <td>-999</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>22.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>137.0</td>\n",
              "      <td>137.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>97.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>136.0</td>\n",
              "      <td>136.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>97.0</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>F</td>\n",
              "      <td>M0</td>\n",
              "      <td>F</td>\n",
              "      <td>F</td>\n",
              "      <td>F</td>\n",
              "      <td>F</td>\n",
              "      <td>F</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>968.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>705.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>263.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1321.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1058.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>263.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>115.112427</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>18403310</td>\n",
              "      <td>284.950012</td>\n",
              "      <td>W</td>\n",
              "      <td>10989</td>\n",
              "      <td>360.0</td>\n",
              "      <td>150.0</td>\n",
              "      <td>visa</td>\n",
              "      <td>166.0</td>\n",
              "      <td>debit</td>\n",
              "      <td>205.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>17.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>gmail.com</td>\n",
              "      <td>-999</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>41.0</td>\n",
              "      <td>242.0</td>\n",
              "      <td>41.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>242.0</td>\n",
              "      <td>242.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>242.0</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>T</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>282.540009</td>\n",
              "      <td>282.540009</td>\n",
              "      <td>282.540009</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>95.953964</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>18403317</td>\n",
              "      <td>67.949997</td>\n",
              "      <td>W</td>\n",
              "      <td>18018</td>\n",
              "      <td>452.0</td>\n",
              "      <td>150.0</td>\n",
              "      <td>mastercard</td>\n",
              "      <td>117.0</td>\n",
              "      <td>debit</td>\n",
              "      <td>264.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>gmail.com</td>\n",
              "      <td>-999</td>\n",
              "      <td>6.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>22.0</td>\n",
              "      <td>22.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>22.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>22.0</td>\n",
              "      <td>22.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>22.0</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>F</td>\n",
              "      <td>F</td>\n",
              "      <td>T</td>\n",
              "      <td>T</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>67.949997</td>\n",
              "      <td>183.850006</td>\n",
              "      <td>67.949997</td>\n",
              "      <td>67.949997</td>\n",
              "      <td>183.850006</td>\n",
              "      <td>67.949997</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>67.949997</td>\n",
              "      <td>183.850006</td>\n",
              "      <td>67.949997</td>\n",
              "      <td>67.949997</td>\n",
              "      <td>183.850006</td>\n",
              "      <td>67.949997</td>\n",
              "      <td>67.949997</td>\n",
              "      <td>67.949997</td>\n",
              "      <td>183.850006</td>\n",
              "      <td>67.949997</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999.0</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>-999</td>\n",
              "      <td>119.764465</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   TransactionDT  TransactionAmt ProductCD  card1  card2  card3       card4  \\\n",
              "0       18403224       31.950001         W  10409  111.0  150.0        visa   \n",
              "1       18403263       49.000000         W   4272  111.0  150.0        visa   \n",
              "2       18403310      171.000000         W   4476  574.0  150.0        visa   \n",
              "3       18403310      284.950012         W  10989  360.0  150.0        visa   \n",
              "4       18403317       67.949997         W  18018  452.0  150.0  mastercard   \n",
              "\n",
              "   card5  card6  addr1  addr2   dist1  dist2 P_emaildomain R_emaildomain   C1  \\\n",
              "0  226.0  debit  170.0   87.0     1.0 -999.0     gmail.com          -999  6.0   \n",
              "1  226.0  debit  299.0   87.0     4.0 -999.0       aol.com          -999  3.0   \n",
              "2  226.0  debit  472.0   87.0  2635.0 -999.0   hotmail.com          -999  2.0   \n",
              "3  166.0  debit  205.0   87.0    17.0 -999.0     gmail.com          -999  5.0   \n",
              "4  117.0  debit  264.0   87.0     6.0 -999.0     gmail.com          -999  6.0   \n",
              "\n",
              "    C2   C3   C4   C5   C6   C7   C8   C9  C10  C11  C12    C13  C14     D1  \\\n",
              "0  6.0  0.0  0.0  3.0  4.0  0.0  0.0  6.0  0.0  5.0  1.0  115.0  6.0  419.0   \n",
              "1  2.0  0.0  0.0  0.0  1.0  0.0  0.0  2.0  0.0  1.0  1.0   12.0  2.0  149.0   \n",
              "2  2.0  0.0  0.0  0.0  5.0  0.0  0.0  4.0  0.0  2.0  0.0   22.0  2.0  137.0   \n",
              "3  2.0  0.0  0.0  1.0  1.0  0.0  0.0  2.0  0.0  2.0  0.0    7.0  4.0   42.0   \n",
              "4  6.0  0.0  0.0  2.0  5.0  0.0  0.0  5.0  0.0  6.0  0.0   14.0  6.0   22.0   \n",
              "\n",
              "      D2    D3     D4    D5     D6     D7     D8     D9    D10    D11    D12  \\\n",
              "0  419.0  27.0  398.0  27.0 -999.0 -999.0 -999.0 -999.0  418.0  203.0 -999.0   \n",
              "1  149.0   7.0  634.0   7.0 -999.0 -999.0 -999.0 -999.0  231.0  634.0 -999.0   \n",
              "2  137.0  10.0   97.0  10.0 -999.0 -999.0 -999.0 -999.0  136.0  136.0 -999.0   \n",
              "3   42.0  41.0  242.0  41.0 -999.0 -999.0 -999.0 -999.0  242.0  242.0 -999.0   \n",
              "4   22.0   0.0   22.0   0.0 -999.0 -999.0 -999.0 -999.0   22.0   22.0 -999.0   \n",
              "\n",
              "     D13    D14    D15 M1 M2 M3    M4    M5 M6    M7    M8    M9   V1   V2  \\\n",
              "0 -999.0 -999.0  409.0  T  T  F  -999  -999  F     T     T     T  1.0  1.0   \n",
              "1 -999.0 -999.0  634.0  T  F  F    M0  -999  F  -999  -999  -999  1.0  1.0   \n",
              "2 -999.0 -999.0   97.0  T  T  F    M0     F  F     F     F     F  1.0  1.0   \n",
              "3 -999.0 -999.0  242.0  T  T  T  -999  -999  T  -999  -999  -999  1.0  1.0   \n",
              "4 -999.0 -999.0   22.0  T  T  T  -999  -999  F     F     T     T  1.0  1.0   \n",
              "\n",
              "    V3   V4   V5   V6   V7   V8   V9  V10  V11  V12  V13  V14  V15  V16  V17  \\\n",
              "0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0  1.0  0.0  0.0  0.0   \n",
              "1  1.0  1.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0   \n",
              "2  1.0  1.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0   \n",
              "3  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0   \n",
              "4  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0   \n",
              "\n",
              "   V18  V19  V20  V21  V22  V23  V24  V25  V26  V27  V28  V29  V30  V31  V32  \\\n",
              "0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
              "1  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
              "2  0.0  1.0  1.0  0.0  0.0  2.0  2.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
              "3  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  1.0  1.0  0.0  0.0   \n",
              "4  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  1.0  1.0  0.0  0.0   \n",
              "\n",
              "   V33  V34  V35  V36  V37  V38  V39  V40  V41  V42  V43  V44  V45  V46  V47  \\\n",
              "0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0   \n",
              "1  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0   \n",
              "2  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0   \n",
              "3  0.0  0.0  2.0  2.0  2.0  2.0  0.0  0.0  1.0  0.0  0.0  2.0  2.0  2.0  2.0   \n",
              "4  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0   \n",
              "\n",
              "   V48  V49  V50  V51  V52  V53  V54  V55  V56  V57  V58  V59  V60  V61  V62  \\\n",
              "0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
              "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0   \n",
              "2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0   \n",
              "3  1.0  1.0  0.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0   \n",
              "4  1.0  1.0  0.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0   \n",
              "\n",
              "   V63  V64  V65  V66  V67  V68  V69  V70  V71  V72  V73  V74  V75  V76  V77  \\\n",
              "0  0.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0   \n",
              "1  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  1.0   \n",
              "2  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  2.0  1.0   \n",
              "3  0.0  0.0  1.0  1.0  1.0  0.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0  1.0   \n",
              "4  0.0  0.0  1.0  1.0  1.0  0.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0  1.0   \n",
              "\n",
              "   V78  V79  V80  V81  V82  V83  V84  V85  V86  V87  V88  V89  V90  V91  V92  \\\n",
              "0  1.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  1.0  1.0  0.0   \n",
              "1  1.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0   \n",
              "2  2.0  0.0  0.0  0.0  1.0  2.0  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0   \n",
              "3  1.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  1.0  1.0  0.0   \n",
              "4  1.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  1.0  1.0  0.0   \n",
              "\n",
              "   V93  V94  V95  V96  V97  V98  V99  V100  V101  V102  V103  V104  V105  \\\n",
              "0  0.0  0.0  0.0  1.0  0.0  0.0  1.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "1  0.0  0.0  0.0  4.0  1.0  0.0  4.0   1.0   0.0   0.0   0.0   0.0   0.0   \n",
              "2  0.0  0.0  0.0  5.0  0.0  0.0  3.0   0.0   0.0   0.0   0.0   0.0   2.0   \n",
              "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "4  0.0  0.0  1.0  3.0  1.0  1.0  3.0   1.0   0.0   0.0   0.0   0.0   0.0   \n",
              "\n",
              "   V106  V107  V108  V109  V110  V111  V112  V113  V114  V115  V116  V117  \\\n",
              "0   0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "1   0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "2   0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "3   0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "4   0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
              "\n",
              "   V118  V119  V120  V121  V122  V123  V124  V125       V126        V127  \\\n",
              "0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   0.000000   47.950001   \n",
              "1   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   0.000000  280.000000   \n",
              "2   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   0.000000  968.000000   \n",
              "3   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   0.000000    0.000000   \n",
              "4   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0  67.949997  183.850006   \n",
              "\n",
              "        V128       V129        V130       V131  V132  V133  V134  V135   V136  \\\n",
              "0   0.000000   0.000000   47.950001   0.000000   0.0   0.0   0.0   0.0    0.0   \n",
              "1  77.000000   0.000000  280.000000  77.000000   0.0   0.0   0.0   0.0    0.0   \n",
              "2   0.000000   0.000000  705.000000   0.000000   0.0   0.0   0.0   0.0  263.0   \n",
              "3   0.000000   0.000000    0.000000   0.000000   0.0   0.0   0.0   0.0    0.0   \n",
              "4  67.949997  67.949997  183.850006  67.949997   0.0   0.0   0.0   0.0    0.0   \n",
              "\n",
              "   V137   V138   V139   V140   V141   V142   V143   V144   V145   V146   V147  \\\n",
              "0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "\n",
              "    V148   V149   V150   V151   V152   V153   V154   V155   V156   V157  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "\n",
              "    V158   V159   V160   V161   V162   V163   V164   V165   V166   V167  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "\n",
              "    V168   V169   V170   V171   V172   V173   V174   V175   V176   V177  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "\n",
              "    V178   V179   V180   V181   V182   V183   V184   V185   V186   V187  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "\n",
              "    V188   V189   V190   V191   V192   V193   V194   V195   V196   V197  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "\n",
              "    V198   V199   V200   V201   V202   V203   V204   V205   V206   V207  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "\n",
              "    V208   V209   V210   V211   V212   V213   V214   V215   V216   V217  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "\n",
              "    V218   V219   V220   V221   V222   V223   V224   V225   V226   V227  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "\n",
              "    V228   V229   V230   V231   V232   V233   V234   V235   V236   V237  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "\n",
              "    V238   V239   V240   V241   V242   V243   V244   V245   V246   V247  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "\n",
              "    V248   V249   V250   V251   V252   V253   V254   V255   V256   V257  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "\n",
              "    V258   V259   V260   V261   V262   V263   V264   V265   V266   V267  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "\n",
              "    V268   V269   V270   V271   V272   V273   V274   V275   V276   V277  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "\n",
              "    V278  V279  V280  V281  V282  V283  V284  V285  V286  V287  V288  V289  \\\n",
              "0 -999.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0   0.0   0.0   0.0   \n",
              "1 -999.0   0.0   1.0   0.0   0.0   0.0   0.0   4.0   0.0   1.0   0.0   0.0   \n",
              "2 -999.0   0.0   0.0   0.0   0.0   0.0   0.0   4.0   0.0   0.0   0.0   0.0   \n",
              "3 -999.0   0.0   0.0   0.0   1.0   1.0   0.0   0.0   0.0   0.0   1.0   1.0   \n",
              "4 -999.0   1.0   1.0   0.0   1.0   1.0   1.0   3.0   1.0   1.0   1.0   1.0   \n",
              "\n",
              "   V290  V291  V292  V293  V294  V295  V296  V297  V298  V299  V300  V301  \\\n",
              "0   1.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "1   1.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "2   1.0   2.0   1.0   0.0   0.0   0.0   2.0   0.0   2.0   0.0   0.0   0.0   \n",
              "3   1.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "4   1.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
              "\n",
              "   V302  V303  V304  V305       V306         V307       V308       V309  \\\n",
              "0   0.0   0.0   0.0   1.0   0.000000    47.950001   0.000000   0.000000   \n",
              "1   0.0   0.0   0.0   1.0   0.000000   280.000000  77.000000   0.000000   \n",
              "2   0.0   0.0   0.0   1.0   0.000000  1321.000000   0.000000   0.000000   \n",
              "3   0.0   0.0   0.0   1.0   0.000000     0.000000   0.000000   0.000000   \n",
              "4   0.0   0.0   0.0   1.0  67.949997   183.850006  67.949997  67.949997   \n",
              "\n",
              "          V310       V311       V312        V313        V314        V315  \\\n",
              "0    47.950001   0.000000   0.000000    0.000000    0.000000    0.000000   \n",
              "1   280.000000   0.000000  77.000000    0.000000    0.000000    0.000000   \n",
              "2  1058.000000   0.000000   0.000000    0.000000    0.000000    0.000000   \n",
              "3     0.000000   0.000000   0.000000  282.540009  282.540009  282.540009   \n",
              "4   183.850006  67.949997  67.949997   67.949997  183.850006   67.949997   \n",
              "\n",
              "   V316  V317  V318  V319   V320  V321   V322   V323   V324   V325   V326  \\\n",
              "0   0.0   0.0   0.0   0.0    0.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1   0.0   0.0   0.0   0.0    0.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2   0.0   0.0   0.0   0.0  263.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3   0.0   0.0   0.0   0.0    0.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4   0.0   0.0   0.0   0.0    0.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "\n",
              "    V327   V328   V329   V330   V331   V332   V333   V334   V335   V336  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "\n",
              "    V337   V338   V339  id_01  id_02  id_03  id_04  id_05  id_06  id_07  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
              "\n",
              "   id_08  id_09  id_10  id_11 id_12  id_13  id_14 id_15 id_16  id_17  id_18  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0  -999 -999.0 -999.0  -999  -999 -999.0 -999.0   \n",
              "1 -999.0 -999.0 -999.0 -999.0  -999 -999.0 -999.0  -999  -999 -999.0 -999.0   \n",
              "2 -999.0 -999.0 -999.0 -999.0  -999 -999.0 -999.0  -999  -999 -999.0 -999.0   \n",
              "3 -999.0 -999.0 -999.0 -999.0  -999 -999.0 -999.0  -999  -999 -999.0 -999.0   \n",
              "4 -999.0 -999.0 -999.0 -999.0  -999 -999.0 -999.0  -999  -999 -999.0 -999.0   \n",
              "\n",
              "   id_19  id_20  id_21  id_22 id_23  id_24  id_25  id_26 id_27 id_28 id_29  \\\n",
              "0 -999.0 -999.0 -999.0 -999.0  -999 -999.0 -999.0 -999.0  -999  -999  -999   \n",
              "1 -999.0 -999.0 -999.0 -999.0  -999 -999.0 -999.0 -999.0  -999  -999  -999   \n",
              "2 -999.0 -999.0 -999.0 -999.0  -999 -999.0 -999.0 -999.0  -999  -999  -999   \n",
              "3 -999.0 -999.0 -999.0 -999.0  -999 -999.0 -999.0 -999.0  -999  -999  -999   \n",
              "4 -999.0 -999.0 -999.0 -999.0  -999 -999.0 -999.0 -999.0  -999  -999  -999   \n",
              "\n",
              "  id_30 id_31  id_32 id_33 id_34 id_35 id_36 id_37 id_38 DeviceType  \\\n",
              "0  -999  -999 -999.0  -999  -999  -999  -999  -999  -999       -999   \n",
              "1  -999  -999 -999.0  -999  -999  -999  -999  -999  -999       -999   \n",
              "2  -999  -999 -999.0  -999  -999  -999  -999  -999  -999       -999   \n",
              "3  -999  -999 -999.0  -999  -999  -999  -999  -999  -999       -999   \n",
              "4  -999  -999 -999.0  -999  -999  -999  -999  -999  -999       -999   \n",
              "\n",
              "  DeviceInfo  TransactionAmt_card1_mean  \n",
              "0       -999                  94.155457  \n",
              "1       -999                 146.929245  \n",
              "2       -999                 115.112427  \n",
              "3       -999                  95.953964  \n",
              "4       -999                 119.764465  "
            ]
          },
          "execution_count": 13,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "test_data.head()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "用训练好的模型做预测"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "506691\n",
            "CPU times: user 1h 2min 30s, sys: 1min 31s, total: 1h 4min 2s\n",
            "Wall time: 7min 55s\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "0    0.000663\n",
              "1    0.000453\n",
              "2    0.000626\n",
              "3    0.000602\n",
              "4    0.000256\n",
              "Name: isFraud, dtype: float32"
            ]
          },
          "execution_count": 14,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "%%time\n",
        "predictor = TabularPredictor.load(save_path)\n",
        "y_predproba = predictor.predict_proba(test_data, as_multiclass=False)\n",
        "print(len(y_predproba))\n",
        "y_predproba.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "CPU times: user 1h 3min 42s, sys: 1min 31s, total: 1h 5min 13s\n",
            "Wall time: 8min 4s\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "0    0.000666\n",
              "1    0.000449\n",
              "2    0.000458\n",
              "3    0.000457\n",
              "4    0.000373\n",
              "Name: isFraud, dtype: float32"
            ]
          },
          "execution_count": 7,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "%%time\n",
        "predictor = TabularPredictor.load(save_path)\n",
        "y_predproba = predictor.predict_proba(test_data, as_multiclass=False)\n",
        "print(len(y_predproba))\n",
        "y_predproba.head()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "输出待提交的结果"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "506691\n"
          ]
        }
      ],
      "source": [
        "submission = pd.read_csv(directory+'sample_submission.csv')\n",
        "submission['isFraud'] = y_predproba\n",
        "print(len(submission))\n",
        "submission.head()\n",
        "submission.to_csv(directory+'ry_fraud_submission_5.csv', index=False)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "提交结果"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "  0%|                                               | 0.00/5.60M [00:00<?, ?B/s]^C\n",
            "  0%|                                               | 0.00/5.60M [01:55<?, ?B/s]\n",
            "User cancelled operation\n"
          ]
        }
      ],
      "source": [
        "! kaggle competitions submit -c ieee-fraud-detection -f ry_fraud_submission_5.csv -m \"fraud submission 5 with Ry\""
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": []
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "authorship_tag": "ABX9TyMuth3Uxu1pb+SMGMeodTT6",
      "collapsed_sections": [
        "EgBzAHveAmex"
      ],
      "include_colab_link": true,
      "name": "ieee-fraud-detection.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3 (ipykernel)",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.9.7"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}
